{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Data Source: https://www.kaggle.com/worldbank/world-development-indicators\n",
    "# Folder: 'world-development-indicators'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><p style=\"font-family: Arial; font-size:3.75em;color:purple; font-style:bold\">\n",
    "World Development Indicators</p><br><br>\n",
    "# Exploring Data Visualization Using Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5656458, 6)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./world-development-indicators/Indicators.csv')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "countries = data['CountryName'].unique().tolist()\n",
    "indicators = data['IndicatorName'].unique().tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a really large dataset, at least in terms of the number of rows.  But with 6 columns, what does this hold?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CountryName</th>\n",
       "      <th>CountryCode</th>\n",
       "      <th>IndicatorName</th>\n",
       "      <th>IndicatorCode</th>\n",
       "      <th>Year</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arab World</td>\n",
       "      <td>ARB</td>\n",
       "      <td>Adolescent fertility rate (births per 1,000 wo...</td>\n",
       "      <td>SP.ADO.TFRT</td>\n",
       "      <td>1960</td>\n",
       "      <td>133.560907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arab World</td>\n",
       "      <td>ARB</td>\n",
       "      <td>Age dependency ratio (% of working-age populat...</td>\n",
       "      <td>SP.POP.DPND</td>\n",
       "      <td>1960</td>\n",
       "      <td>87.797601</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  CountryName CountryCode                                      IndicatorName  \\\n",
       "0  Arab World         ARB  Adolescent fertility rate (births per 1,000 wo...   \n",
       "1  Arab World         ARB  Age dependency ratio (% of working-age populat...   \n",
       "\n",
       "  IndicatorCode  Year       Value  \n",
       "0   SP.ADO.TFRT  1960  133.560907  \n",
       "1   SP.POP.DPND  1960   87.797601  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like it has different indicators for different countries with the year and value of the indicator. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We already saw how the USA's per-capita CO2 production related to other countries, let's see if we can find some more indicators in common between countries.  \n",
    "\n",
    "To have some fun, we've picked countries randomly but then stored our random results so you can rerun it with the same answers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Filter 1\n",
    "\n",
    "# Picks years of choice\n",
    "yearsFilter = [2010, 2011, 2012, 2013, 2014]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Filter 2 \n",
    "\n",
    "# Pick 2 countries randomly\n",
    "countryFilter = random.sample(countries, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Moldova', 'Cabo Verde']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countryFilter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Interest payments on external debt, public and publicly guaranteed (PPG) (INT, current US$)']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter 3\n",
    "\n",
    "# Pick 1 Indicator randomly\n",
    "indicatorsFilter = random.sample(indicators, 1)\n",
    "indicatorsFilter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem:  We're missing data.\n",
    "# Not all countries have all indicators for all years\n",
    "\n",
    "To solve this, we'll need to find two countries and two indicators for which we have data over this time range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filterMesh = (data['CountryName'] == countryFilter[0]) & (data['IndicatorName'].isin(indicatorsFilter)) & (data['Year'].isin(yearsFilter))\n",
    "country1_data = data.loc[filterMesh]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(country1_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filterMesh = (data['CountryName'] == countryFilter[1]) & (data['IndicatorName'].isin(indicatorsFilter)) & (data['Year'].isin(yearsFilter))\n",
    "country2_data = data.loc[filterMesh]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(country2_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# So let's pick indicators and countries which have data over this time range\n",
    "\n",
    "The code below will randomly pick countries and indicators until it finds two countries who have data for an indicator over this time frame. We used it to produce the fixed values you see later, feel free to play with this yourself!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filteredData1 = []\n",
    "filteredData2 = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping ... ['PPG, other private creditors (NFL, current US$)'] since very few rows (0) found\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "Plot: \n",
    "countryFilter:    pick two countries, \n",
    "indicatorsFilter: pick an indicator, \n",
    "yearsFilter: plot for years in yearsFilter\n",
    "'''\n",
    "# problem - not all countries have all indicators so if you go to visualize, it'll have missing data.\n",
    "# randomly picking two indicators and countries, do these countries have valid data over those years.\n",
    "# brings up the discussion of missing data/ missing fields\n",
    "# until we find full data\n",
    "\n",
    "while(len(filteredData1) < len(yearsFilter)-1):\n",
    "    # pick new indicator\n",
    "    indicatorsFilter = random.sample(indicators, 1)\n",
    "    countryFilter    = random.sample(countries, 2)\n",
    "    # how many rows are there that have this country name, this indicator, and this year.  Mesh gives bool vector\n",
    "    filterMesh = (data['CountryName'] == countryFilter[0]) & (data['IndicatorName'].isin(indicatorsFilter)) & (data['Year'].isin(yearsFilter))\n",
    "    # which rows have this condition to be true?\n",
    "    filteredData1 = data.loc[filterMesh]\n",
    "    filteredData1 = filteredData1[['CountryName','IndicatorName','Year','Value']]\n",
    "\n",
    "    # need to print this only when our while condition is true\n",
    "    if(len(filteredData1) < len(yearsFilter)-1):\n",
    "        print('Skipping ... %s since very few rows (%d) found' % (indicatorsFilter, len(filteredData1)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Business extent of disclosure index (0=less disclosure to 10=more disclosure)']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What did we pick eventually ?\n",
    "indicatorsFilter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(filteredData1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "Country 2\n",
    "'''\n",
    "\n",
    "while(len(filteredData2) < len(filteredData1)-1):\n",
    "    filterMesh = (data['CountryName'] == countryFilter[1]) & (data['IndicatorName'].isin(indicatorsFilter)) & (data['Year'].isin(yearsFilter))\n",
    "    filteredData2 = data.loc[filterMesh]\n",
    "    filteredData2 = filteredData2[['CountryName','IndicatorName','Year','Value']]\n",
    "    #pick new indicator\n",
    "    old = countryFilter[1]\n",
    "    countryFilter[1]    = random.sample(countries, 1)[0]\n",
    "    \n",
    "    if(len(filteredData2) < len(filteredData1)-1):\n",
    "        print('Skipping ... %s, since very few rows (%d) found' % (old, len(filteredData2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "if len(filteredData1) < len(filteredData2):\n",
    "    small = len(filteredData1)\n",
    "else:\n",
    "    small = len(filteredData2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filteredData1=filteredData1[0:small]\n",
    "filteredData2=filteredData2[0:small]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CountryName</th>\n",
       "      <th>IndicatorName</th>\n",
       "      <th>Year</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4848965</th>\n",
       "      <td>Latin America &amp; Caribbean (developing only)</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2010</td>\n",
       "      <td>3.476190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035391</th>\n",
       "      <td>Latin America &amp; Caribbean (developing only)</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2011</td>\n",
       "      <td>3.476190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5211514</th>\n",
       "      <td>Latin America &amp; Caribbean (developing only)</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2012</td>\n",
       "      <td>3.523810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5385846</th>\n",
       "      <td>Latin America &amp; Caribbean (developing only)</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2013</td>\n",
       "      <td>3.826087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5539296</th>\n",
       "      <td>Latin America &amp; Caribbean (developing only)</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2014</td>\n",
       "      <td>3.869565</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         CountryName  \\\n",
       "4848965  Latin America & Caribbean (developing only)   \n",
       "5035391  Latin America & Caribbean (developing only)   \n",
       "5211514  Latin America & Caribbean (developing only)   \n",
       "5385846  Latin America & Caribbean (developing only)   \n",
       "5539296  Latin America & Caribbean (developing only)   \n",
       "\n",
       "                                             IndicatorName  Year     Value  \n",
       "4848965  Business extent of disclosure index (0=less di...  2010  3.476190  \n",
       "5035391  Business extent of disclosure index (0=less di...  2011  3.476190  \n",
       "5211514  Business extent of disclosure index (0=less di...  2012  3.523810  \n",
       "5385846  Business extent of disclosure index (0=less di...  2013  3.826087  \n",
       "5539296  Business extent of disclosure index (0=less di...  2014  3.869565  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filteredData1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CountryName</th>\n",
       "      <th>IndicatorName</th>\n",
       "      <th>Year</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4974001</th>\n",
       "      <td>Oman</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2010</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5152981</th>\n",
       "      <td>Oman</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2011</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5328631</th>\n",
       "      <td>Oman</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2012</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5490212</th>\n",
       "      <td>Oman</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2013</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5611442</th>\n",
       "      <td>Oman</td>\n",
       "      <td>Business extent of disclosure index (0=less di...</td>\n",
       "      <td>2014</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        CountryName                                      IndicatorName  Year  \\\n",
       "4974001        Oman  Business extent of disclosure index (0=less di...  2010   \n",
       "5152981        Oman  Business extent of disclosure index (0=less di...  2011   \n",
       "5328631        Oman  Business extent of disclosure index (0=less di...  2012   \n",
       "5490212        Oman  Business extent of disclosure index (0=less di...  2013   \n",
       "5611442        Oman  Business extent of disclosure index (0=less di...  2014   \n",
       "\n",
       "         Value  \n",
       "4974001    8.0  \n",
       "5152981    8.0  \n",
       "5328631    8.0  \n",
       "5490212    8.0  \n",
       "5611442    8.0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filteredData2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><p style=\"font-family: Arial; font-size:2.75em;color:blue; font-style:bold\">\n",
    "Matplotlib: Additional Examples</p><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Scatter Plot\n",
    "\n",
    "Now that we have the data for two countries for the same indicators, let's plot them using a scatterplot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fc03bba3898>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EROzYYJlvAf8ZEW8qpJ0L7BoRe+fpnwOvioj/LOT5HfBkRBxSLjPPXwe4Bzg/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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc060898438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, axis = plt.subplots()\n",
    "# Grid lines, Xticks, Xlabel, Ylabel\n",
    "\n",
    "axis.yaxis.grid(True)\n",
    "axis.set_title(indicatorsFilter[0],fontsize=10)\n",
    "axis.set_xlabel(filteredData1['CountryName'].iloc[0],fontsize=10)\n",
    "axis.set_ylabel(filteredData2['CountryName'].iloc[0],fontsize=10)\n",
    "\n",
    "X = filteredData1['Value']\n",
    "Y = filteredData2['Value']\n",
    "\n",
    "axis.scatter(X, Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Line Plot\n",
    "\n",
    "Here we'll plot the indicator over time for each country."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Xv//9b/7zn/9kdzKUylZaDpTScqCUlgGltBwoBVoOlAItB+qfbcuWLdx///3g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\nU7duXYwx7iGplixZwuHDhylYsCAtWrQ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc03bbee358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "ax.set_ylim(min(0,filteredData1['Value'].min()), 2*filteredData1['Value'].max())\n",
    "ax.set_title('Indicator Name : ' + indicatorsFilter[0])\n",
    "ax.plot(filteredData1['Year'], filteredData1['Value'] , 'r--', label=filteredData1['CountryName'].unique()) \n",
    "\n",
    "# Add the legend\n",
    "legend = plt.legend(loc = 'upper center', \n",
    "                    shadow=True,\n",
    "                    prop={'weight':'roman','size':'xx-large'})\n",
    "\n",
    "# Rectangle around the legend\n",
    "frame = legend.get_frame()\n",
    "frame.set_facecolor('.95')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's plot country #2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc03bb147b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "# Adjust the lower and upper limit to bring the graph at center\n",
    "ax.set_ylim(min(0,filteredData2['Value'].min()), 2*filteredData2['Value'].max())\n",
    "\n",
    "ax.set_title('Indicator Name : ' + indicatorsFilter[0])\n",
    "ax.plot(filteredData2['Year'], filteredData2['Value'] ,\n",
    "         label=filteredData2['CountryName'].unique(),\n",
    "         color=\"purple\", lw=1, ls='-', \n",
    "         marker='s', markersize=20, \n",
    "         markerfacecolor=\"yellow\", markeredgewidth=4, markeredgecolor=\"blue\") \n",
    "\n",
    "# Add the legend\n",
    "legend = plt.legend(loc = 'upper left', \n",
    "                    shadow=True,\n",
    "                    prop={'weight':'roman','size':'xx-large'})\n",
    "\n",
    "# Rectangle around the legend\n",
    "frame = legend.get_frame()\n",
    "frame.set_facecolor('.95')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Example (random datasets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ltn8QAqu7b8d8AuQ+2diG2AeTPAMkNIR4G0K0p3U2ACjxDqxJQMjaQkJrR2Dz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ECWn2D2OfcHyotYoQQ6dKyt5am1h6jHn5NTr2BbrecRtcyhdaw6SiLOUfqsR6286Kh9XvCXiGOM\nObTutAP8wdE4sg54KvDrwehp6E7VLlprlpeXuX37Nh999BHGGC5fvszly5eZmpry7GLLb4IJ+G9M\nPYs4RqPu/J53A+qAbOAcrNvEcg9JqDJSVyHsPvEX+Xnkw5sY+SI60VvXhG7RwzeQqx91OXdvxyFR\nfAxVhQmdbDmtE7uMqcWxUu91XX4EgN6/O5aorqIDU123FRe6grV6E7V+Hyf4Mnbsyr7LUoW7OPHu\n2lzvWVb2M0S5hB3bKWKYUG9Cs8rdQYdOY2S0p+U0wxhwYq/gRF9H5DJYSz9CluabTq9jzUUpWUkT\nXP6AvD6HE24e/NsItXYTJ96e+NYMe+QG1twtwM20UQu3sMfe6mmZsjiHM7Xh2BJAGBgGJoFTwFmQ\nzzyC1yXmRhCuAq8AE+wbPp5IfYZYq5KPXNkMXm86hsJDIu//IrQQQb3mKAkbR8mdcpQ+KxxNEcdP\nn7kuKPn9QfiA/uGPb+IA3yOEQAjRN6HloFtld4IfXSV1AoEA+Xy+5XS5XI5kMkkqlWJsbIznnnuu\nZ7fNfliW5btt9l0TceSTP0HmDq5FN4BBUYm/TuLbmwhAT7+FXHDzVkxoHFHeKg2R6Z9AGpyZN5Bm\nAdFmS+hecUbfQS39sIcldB8mW0eUkhg9hY6dRpYf7l2DNYa2nsNaudXzusAtKWlFIPcFmchrDNdu\n97QulXVDj3XkJE785FZr7F2YYKKn9WxH2Bms1Q+wR6+jyp8jdAGhe3f7qNwXOImXkeX7+wcpd4Cx\nhnGiLyFzc6jUZ+3PaLfOXYuXv8JUg9gTb6HyHyJM63kEGoLdO46c2POoxx/vWqbBmn8Xe/otrNV3\nXVElAIQ2XsFd/zb5vwp/6l6FNqvAzIBcS2GGBcaAqH+lqsASMA8sAgsbv9tA2Xni8x/hHDsLcQuV\n+0nTz2et/JDsP/9FHp74DSKRyI5XOBzuy0251vrI3HgZY47MZ/XTDf5BcNQ+L/jr+1y/nh9wdDla\ne98A31IPN/ajiOO3m//t7CcwVatVFhYWmJ+fJxwOMzMzw7lz5w7kCaBlWRSLvd9keYnf/o5Syp5E\nUXXndz0cTWt0eAr0BOFvbwJgVASxvk1ECjS+aVfJWxgZwDn5DrL0eYchwx2OceQ6cqnH4FWPhGpR\nWQIzho6fRZa3tpMdv45cu4dV80bAcRfaXrelROkznJHzqHzzm9p2kaVvkaVvMdYQ9vBbyOojZG0r\nf0jlPkaHTiArzd0nnWKt3USHT6IjJxENxLFuULnPcYZeQZa+7knIcaLnMWIItfopVq7NrmIbGBlE\nZdor/RO6irX0Ljp6Eh0/hsrv334eQGU+xRl9DbW2j4AXwBVXtr1MOIiQacRMZUuA2fayQu9iwgoR\n7E6MFjQR+peACjAOTIJYNLDd2BbE/bn+OwOkccWc+isDavVrzCrYp24gy18ia43bt8/k/xnDwTdZ\nnfhrlMtlstksS0tLlMvlTXfFdmGn/v9gMNjVDZ3W+kg5No4KR9GJ48dr9qNCKpVifNybzLMBTycD\nEWdA2/TTiVMXcWKxg8ko6AS/qO6N2C3iaK1JpVIkk0nK5TInTpzgypUrBIMH2+Q5EAj4SjAB/wUb\n94Kc+1PkWgdP+XtEj15GzD9ClL/Y+t3UVdT8NseLaP4dE7qGevxDTGgEfeIdROZm5+G9rcaYeAWR\n+ri3siTA7BMS3Cmimoacgx46D04WzQTW8k3Plr+5nlqmrekkDrqcwaghz9psCzvrtigXCmfkKkaU\nsIp3EMbBiZ/2VMQBkOVvMRUL59g1cL5FlnrPhFLZzzaEnK8QZv/StO0YFceJvoIoLqPS3Qtjeug8\nKtVajNmOLH4LxW+xx19H1h4hm3XsigFTICe+cbuGBc2WULNduGlwmhNUEeyfByfw6Jjq4DprLNyy\nqromnANOtJhX4Ao+40A927gALIBYAGvhfXRuGHv6TdTa+w2PEbE7/zVy9DzO9E/vec+2bcrlMqVS\niVKpRDabpVwuU6lUEEIQCoV2iDutXDxHyYlzlDhqzpSj1p3KbyJdKpViYqK7RgoDvhscnb1vgK/x\ne5txv1IXcXK5HHNzc6TTacbHx3n++edJJLwrZ+gUv7lewJ9j6hZ153sHsh4jFHrkTeSDH+64xzOh\nY8iVT3ZO24Z2IirriIc/RA+dwhybQmY+8GScOnIGkX2M0F4cQ7wTccDt6qOd82ASWBkP3TcbGBlD\n2HvLmZohy/PYx17Hynqz7esI46DWPgTAib+ACY8gC3cxVgJhN2/nbVAYlQAVd4OGZQgjQiAsQLou\nC2NAO26As1NBOCXk8hOc+DmMNYQJJCjXqihZIyiyyEqyucujCa6Q8yqy9GXLMiUnchajxlFrn2Hl\n3+toPY3ottMWgJX6AGMlsMffQmXeQwgDQ8AsMAOMAusgJrwR7bzGVIDlACJag0aVATVoEW3TmBjw\n/MYLkHYGufweev0YOhtGPZl33T4buB2r/n2K//pf7AmDtiyLeDzesAuMMYZKpbJD4FlaWqJUKm06\nbnaXaVWr1SN183tU8NtNfr85StlO4K9QYxiIOAMGIs6ADujnkyO/izhSSt+doKvVKslkkvX1de7f\nv8/MzAwvvPCCL06qfhRM/DimbhCL/xKZ+nHf12PCxzF6HPVgb76MGbuInN/1+zYyPerI7BPIPkFP\nvgyhGjLffRcpE5xEVMttu1FaITx04gA4Q68jFz8Eo7Gn3sTK9n7Tvx0TGO5IxAHcfJnxN7HWvR1L\nHZW/h8lLnOE30KFJZC21R4TBLiBqOYRTRLAOdFZmZx97E1HNodZdd9j222sjFDo8gwlPYAJRkLg5\nOnYKUZl3hY5G485+ijN0CVna66oxIoyTuIQoraNWvwS8y6OS+d7yooSdw6q+i371GMzkEYlt51IH\nV8jxG1kgA2IYGGsiuC3jClFeYAEnQJ5YdX++DiYrEcsaVoAVEJkMkXf/KoW/8i8g2F5XLCEE4XCY\ncDjM6OjeDb3bxZPJZFhbW8NxHBYWFgiFQntKtfqVxXPQ+Ck/5CA4aqIG+Nup7jUDEWeA3xiIOAN8\nQTAYpFDo7EbkIKmLTJFI5FDHobVmZWWFZDJJtVplenqaSCTCa6+9dqjj2o0fBRM/jgk6v9C1vui/\nC6dePiW3lU/VMfEZxOJeEUmUm7stmiGXP8cAevY6wn6EqCx2NL9RMYwYQZa+6njdzRfqnYjjDL+B\nXLq92QLcWnwPe/JNVP7HnpWhGGuvO6Ad1OptnNhpVMmbbBl3LEM4kRfBEcjsV1gLN90w4vwXCKd1\nAHvb68FCZh+ArrmBt7t2H2EcRCkJpeTeeWUIHT2BCY1hrBAIB3QOWV1E2mlU9hOc4ddgw8njhJ7F\nBE+g1u5gLXlfCqejp1xRsxsmgGc2XgmQrO6dJgNMdT8+z1nBdcAco7Hzpk4NGOnvUMSQdl1L9eZd\nFZArD4gu/hSVU/8dDteA3rqXNXLxPHr0iEgkwuTk5A4XTyaTYXFxkXK5jNYay7L2lGlFIpGnpiPN\nQNQY8F3CbyJOOp3m3LlzrScc8J1lIOIMaJt+npwCgYCvnTj1sqXDEnGy2SzJZHKzXOrs2bOb5VLJ\n5N4blcPGj4JJr0HC/cCyLBzHadtaL1I/Ri79Zd/GY1Do0b3lUzumiZ9E5vd+50RxGbq4XheAmLuJ\nUWE3/Dj/McJpLegaFCb8AnLt45bTdoTxRlxxhq4hFz9CmJ37gbX8Hs7oq0j7oTe5NKq7Y5LQJYSW\nGBFqq8tRM5zIGUxgGlHOIDM/wcruLBmT2a9xRi5hrfUYOL19naNXN7OFnOHnUIVv2p5X6Aoi/xDy\ne8UrYw2ho9OYSgAnPIuJT6BW/hLBI6+GvgcdOdm+iCNwBZlTuMJNO1VYfrindHC7SFm4WTftjDvN\nzjDjgyAEzILiEVF+DmMstHkZR1/feF3DtAzoaY0xBillWy6eusBTLpfJZDKUSiWq1epmFs/uHJ5I\nJOIb4cRxHN+MZYC3HMVcJ7+JOAMnzoCBiDOgbfpdTuW3ltTbOYw245VKhYWFBRYWFohEIvuWS/nN\ntuxHwcSPKKU6CkNUfXThOMFJqpVhIg3Kp+rokRcaunAARHkVk4i4pTJdIJwy6tEPMZFx8kNniVU/\n39etYoavIVf6UA7kgRNHDzcWcOqotU/R8dOY0BCyMtfTuoxs1p+5NbLwTcdlVUaE0LELGCLI3GNU\n+gHwoOG0OjiGLKYR6U/QoRGkB53JDBJZ2BIRTfg4dCDi7Iews6hs1m2rXbZBRjDyBM7QaURtCVXw\nroRqc53VFg4lAUzjijangE40Ow1mRHkXPtwhprJRrhSjs5KuDK3DjA8AIWyUuI2St4G/B4A2p3D0\nG5uijjYX6fRSul2HimVZJBKJhvl2xhjK5fJmqdb6+vqm2FN38ezupnXQLh6/laAP8I6jFuIM/hNx\n0uk0U1N+slkOOGiO1h44wLf4PRPnoMa3u1yqne5S9a5LR+2E+l2gk45ZYu0zVPJP+zIOPXoZkXxA\npNLiJtWK7N/9KTIJ+cc9jUWUUsRLKWqJ06hjo8jsXqeNM/IOarm52NQTPYo4evg6YvEDRAtHj8w/\nRAdHsYdfwirsLVtrG9nbfm+l3sMeu4qV+bDpNDp4HB06A3YFtX4XVdinVfU2TGQGimmEnccZexvp\ngRvHGbmKtbLl9hG17tuCN0JHTiKK6xC2kOk76Pgs1qI7bh07hU6cRFSXUMX7Pa/LqBgyc3fvGwpX\nxHgG143SrU6XATF5CAJOBjfiaFTvXzLVDEN3YcYHgBRPkOoJAfV/AWBMHEdfxTHXcPQ1HP06bnut\n5nhRZiSE2BRmWrl46qVaxWKRWq22wwG028njpXPmKLVSP2rOlKMq4jQKNz8sVlZWmJycPOxhDDhE\njtYeOKAnjnKwcT+dOMYYstks8/PzpNNpJiYmOHfuXNsni/rYjtoJtVv85FrqRMRRX/yu5+s3wkKP\n3Ni3fKqOnri0pyPVnuUFRxH0JuLUCeQeQu4h+vhrYGWRG24LPXKjfwIO9FRO1a6AU0dW1xDpAvbk\ndaxst3krvd90qezX6OBxZNXNJDJGoGMvYtQxRHEJtX4fSWd5RQDG2nIQqNSH6OgUsrLU9TiNAVna\n2UpbZr/C4I3bRIeOQ9VGVlI44XGErgACI4IIU0UWniALbumTjj+Ljs8iqklUsbtcIT10HrWyIZ5Z\nuCG+z+J2lvLige9BV7QuAVVc4Waiy0quJdzP/5QgRB5L/SUWfwls7DvmIo5+A9v+V3Ccfw3UTpHl\nILJi9nPxaK13ZPGsr6+zsLCwx8WzW+Dp1MVzlJw4R03UOGqfF/znxCkUCofahXbA4XO09sABvsUv\nN9XNCAQCngcvVyoV5ufnWVxcbFku1Wpsh5nX0ww/dvSSUvrq6WA9E6cVIvsV8ts/8XTd+3Wf2jMt\nQK3YeqGqtxDQRsjF2xgh0SffwiiNXGnuGPGELkUcPXwDsfjjjrtbCV3FWryJPfUWKvte085JTfGg\nbFHUMujoaezgKTASlfkKldrboalj9Na2EE4ZJ3K5JxHHGb2KtevvL+w8zuh5VK638erAGOgQsrRT\nhFTZ+9hTb2Ot7HQRyfwjZP6RO2/iDDp+All+giy1H1JsAgLO4Ao3J/D+imx/Q4g3OMACrnOm1/VV\nwYxJBN52iDsItD6O0bMYJ4RwCljOP0HWPgf7H2EHf4Za6K+DUBvTHm7gr5RyU5xpRK1W29FRa21t\njVKptMPFs7tUq5GL5yhl4vjtWqffDEScw6UeV+D3e6cB/eVo7YEDeuIgDhZ+cklsx6vgZa01y8vL\nJJNJarUaJ06c4OrVqz2dGA4jr6cd6uHGfrqw8duY6pk4Lae783uetr7Wo1cQ8w8bdp9qhDl+Ddkk\nC2fHdH2qgRBGw8LnCDGMnriOLN5BVBt04vEC3bl9QQ+/iVi82dPfyFp6F2fsKrJyF6HbEMzqmN72\nfWMEzvA15PojTOIM1qp3OUOisvNvpFZuoYdOIkvdtdQWlcZt5E2wm5qdbfNbQ3pa7psAACAASURB\nVBg1iso2LpFSy+/hjL6MWv+84fsy9wCZc3OBnKHnMdHjyPIjZLlB3lEIt0TqJKjjH/SvbCgDjPdp\n2QBlXNdMArfTlBdkQJzwv4CjzRTGmcU4YYRTQDhPkGYRNtxqBoljX8Uq38KRFwgX/lMC5T+kEvsd\nnMA7hy7itCIQCBAIBNpy8aytrbGwsECpVMIYs8PFY9s2tm1vOoX9eG3nFUdN1DiK7m8/iTh1gfS7\nvE8NaM3R2gMH9IwQom+BtX7OdukleLleLpVMJllbW2N8fJwXXnjBs9pav4s4oVD3wate47cxtVVO\nlX+MfPh/eLK+TsqntuYJIPLthe+KNkvDukEPvYyafxeV+xYTiLmdrApfIGprnq6n3VKozXF5IODU\nUekPcRJnEcHcZmlTK4TTQ2ep+KtQLmItuqVcsrSIPfUWVvrdrpdZxyA2S4/qCGPjBE90JeI4w6+h\nUo2zeJqJO+1gZBQdnEWtN8imqS/faEQ5hbGGEPb+HcVU9j5siEHO8AuYyDjSfIOcWnSDiSfZrIDr\n5+W3tqNIOhAD22Uz7wa3xblXZIHjHi7PKwpgchLjxDGBGCJSRZolXAVrLwaxKeAAKH0XRz6Pcj4n\nmv23qAV/joD4a0h55gA/hHe04+KpByyvrKxQLBb54osv9rh4tjt4vM7iOQyOohPHL4LGQeEn4Sqd\nTnPsmFfq+YCnFX98GwcMYCsXxy8Hye10I5TUy6UWFhaIRqPMzMxw/vx5z5VzP7bzBn+Oq5MMmoNg\nv/EYY1hdXUXd+ptMNely1Alu+dRYW+VT29HT11Hzbc7TqtNOl+ih88iF9zd/FrUC6sEPMYH4hpjz\nOcKDzkdAR+VUevgtxMJ7+4c9d4jKfY0OT+LEX0AV77WeoYtuYE7kOTAJ1PLejCO1/D72+FWstd7K\n1ky0cetstXILZ/R5VKHDYOBauelbMnsPrcJI03yahmMUQXT0LGr105bTyuIC9sQ1rHRrRxoAcVAn\n78Hpe25b8ANGhjwWcHbl3XiOwIt4p94o4opUbhQSJiYQQYOIagRZIMt+u7or4LyBVd75HTFyArT7\nfQ9Uf8Brk/8v5dp/jBP+r0D4JyjVC+ounqGhIRzHIZFIcOrUKcB18WzvqLW6urop+BhjCAQCTTtq\n+R0/OXwPAtu2CYfDhz2MA8cvYuOgvfgAGIg4Azqkn06ceslSNOp9rkavtBu8vL1cyrZtpqenef31\n1/t6ERIIBKhUun8a3y/86BDym7DUKBOnVCqRTCZZWlpiLFrjlfV/1vN63PKpB8jynY7mM4EEMt1+\n5yRR9tYVA25pAjWnodNF1PKumBMcwpl9B5n/tKVToiVtllPpkbcQ894KOHVkeRlTy2FPvIGVvbXv\ntMJuXzgrM4oVfxG10jy7RxiNWr2Dk3gBlW9DRGqCDk0h2SviCAzIoY6W5Qy9gkp/1vR9oauUYxeI\nlJq7aXZjkOjEK6hU+2KVtfJj92+SbvI3GcbNt3mW/ggd7ZKns5beTTCOgOUoiAKisz9ZZ6xw8C3F\n64JN/bQeAcK47dBj7q862bebCTgAyrmNEQmEyQEgRZVo7b9Fr/0xldjfwg7+OyD8cXPoJbvz56SU\nRKPRhtd4xpg9HbVWV1cpl8tNXTyRSIRQKOSLG2u/usj7xVErHwP6du/TDalUivHxftbLDngaOFp7\n4ABf4+cOVVLKpgfw3eVSExMTnpZLtSIQCJDP98cB0Qt+E0zAf2NSSlGtVjfFv7m5ORzHYWZmhmvX\nrhH67DcRujN3wXa6KZ/aMf/EJWS7LhyAwhImJDwVNvT4m6jk/q2pRTW7Kebok+8gcp8g7Fx3K2wj\nY0aPvI2Yf7cvAk4d4ZRQix9gH38bK9v887fjQDIqjhN7lcDSh6ji+y2nF04JUVpFh6eR5YWOxr2J\nbF6yqNIf44xdQOXaFF2c1ttZy1i7I8MYcEbewFrpvCOYytxDh48jyxvlbsfYEm784m7vUcQxJRCL\nIIYMDHsb6L9nXRUQ/d5uRdxyrfqzjgaCTa849jWscuPvk6CMrS5j2TvzpqRZJJL/D3GsP6Ac/R46\n8Lo3g/EJjuMQDAbbmlYIscPFs5u6i6fu3Gnm4mnUUesgGJRTfbfxW45VKpViauoQLJ4DfMVAxBnQ\nEUe5zfhuyuUyCwsLLCwsEIvF+lYu1Qo/Ol7Af4IJ+G9M1WqVpaUl5ufnmZiY4MUXX9wS/yqrqK//\noOtld1s+tTl/ZAqx/FFH8winigmPQznV1Tr3jCF8HNmg5Kfp+qtZxDc/xIRG0LPvIHIfI+wOb0Jb\nOHGckbdR8/uLSl4hMFiLP8KeuIYq3kaYncdHI4IIp3nZjEHhDF1Drt3DynWWcyMrK+jgcxgr0ZUg\nJuwW4qNu74bHTlzEWm0cKLwdq5pua3kAzrG3sJa6y/0R1Qz65CRmbBFxmoPpANUp3TYqXAfWcEum\nDur+oBCBqc5LAptSYqskCjBRiQhpiOK++oBtX28q4NSRpnmumLI/JJb9K9SCv0Al+lsYddC2pP7g\nZXeqTlw8xWKRdDpNqVTCtm2EEDuEnX64eGzbbluw+i7gp3yYg8BPocYAKysrAyfOgIGIM6Az+i3i\n+LEsaDu2bbOyskIymcRxHE6cONH3cqlWWJblSxHHj2VefsjEsW2bhYUFkskkAKFQiEuXLu25mFT3\n/oeOSmW202351HbMyHPIhc47FZnQBMIzEecUMrN/OVEjRGXdFXPCo+iZy4jsxwinTTHH1JomzjrD\n77SfD+Qh1sqPcYYvIMwS0t4SK0xgBOEsN5zHTlxF5lewFrvvNiVz3+Acu4TMfo6gs/1GlPdvJa7W\nPscZfxWV3T+PRtDejVGw9AgnNIRy9i+ns4+9jbXYoQgncAOJN9qBq8TXnc1/kJRxRZhOWAJjhxCj\nFZjqb+DyDtZATPYg4OwSbAjjCljbBJt+tyu37RtY5dbuNqmf4KhXUE7zssBA9Y+xqv+EauS/oBr5\nVRDdqnH+YHc5Vb/oxMVTKpVIp9Ob2TzNXDyRSKQjkeIoOnEGIs7hkU6nOX369GEPY8Ahc3T2wAG+\nJxgMkst1WQLRR4wxZDIZKpUKN2/eZHJykvPnzxOLeeTD7pFAIOArd0kdy7IoFPprxe8Uy7IORVgy\nxrC+vs7c3By5XI7jx49z6dIlKpUKc3Nze58G1nKoe/9j5+vpsXyqjh46jWijpXhDAnvb0nZDIXKR\n2FLnAs52RHltQ8wZ2xBzPtrXuQI0FXGckcMRcOqozF105ARO5DlU+RsAjJUAdoo4Tuw81CTWUm/B\nxJvrXf0Ee/LNjlqPGxlBFJOtJ6yWMQaaPRtwYudQq407Uu1GoKmGniVSbH6T3JmA48AMcBq3VMp/\nUW2NyeC2/W6FA8zjXgUOg+CAj4sGCNC+YlTCLYmqG7waCDYHjXkQwppsLeBsIloLkoIiodLfJlD5\nX6hE/zZ28Oea7yA+xy/CRisXT72jViMXj5Ryh3un/v9wOLzjoeZREzWO2uf1m4iTSqWYnJw87GEM\nOGSOzh44wBOOUjlVuVxmfn6excVFYrEY0WiUixcvHljWTbsMyqna56CFpe0dyuLxOLOzs4yOjm7u\nR7ZtN3QGqa/+AaLaWUiwCR/HON2XT+0gMo7IPuxuXtF7+3YjwwRKKz0vp44op10xJzKOPnEFkf0Q\n0aSrkzAGw85cn8MWcOrI0jymFscZu4zKfQzWlpCsw7MYOY1a+cDz9VrL73XUelzHTqHWWociq+w9\n7MnXsdabjFl1lqar97lJto+92b6AcxzE2XkYx3V5pIEUruBgAUG2BAS/0eqqroTbaSpB544dL1kG\nZpu8V2FTsDEyjLDK7vauv3yA+VogpjsTvqTzMVpMIk1j99yOafVjIvlfxLbephL7HbT1SrdDPTT8\nIuLshxCCYDBIMBhkeHhvbWQjF0+pVKJSqWCMIRgMEolEyOVyBINBLMvq2MXzNGKM8VVGTL/xm4iT\nTqcH3akGDEScAf7BDyKO4zib3aXqAbNvvPEGlmVx9+5dX4ol+4UuHyZ+FHGUUn0fk9aaVCrF3Nwc\n1Wp135K7huNxyqgv//vO1ulB+dTm6o9dRC11LwR48V2sDV8m2EMZUDNEKeWKOdEJ9PRVROaDxsHR\nMgDaPRblg1eJ+0DAqSPsPHL5E+ypt0BW0dYIOnIRtXILqZvnbvSKWnoPe+J1rLXW3w0TaD9VVxZX\nMMg9ZS9O9Awy3VkmU6Cy2PD39sgbqKU2QowTwMvAJIhCzb1CanaVZANrYOwgolLdaj2tcEWeMK7I\nc5D3OVWad8Xanndz2A9wy2yNs8xWSZQBE96oIgq5L0H3we594wGI6c6PcwKNo84i7dYiTh3L/hEq\n8w610L9HNfqbGPn05GD4LQy2G9p18eRyOSqVCt9++y3lcrmhi2d7Fs9BZyd6jR+vOfuJ30ScgRNn\nAAxEnAEd8l104tTLpZLJJOvr603LpfzqePErfhRxGrX09opCoUAymWR5eZmxsTHOnj1LIrF/XUOj\njB55/x+2zBOp41X51M6F9nhxZvdWlqHjZwgse+8m2Y4oriC+WcHEpnCOX0VmPkDobeMWAaBKOXqd\neKrzDkZeYIyAQAKjohgrCjIMMoQRARAKqgI7OINlKVT6c4Tu77FJYFCrX+AMvYjKfdli6vafvsv8\nI+zJ61jrO7ezCYwjeNDRGIPlOXTsOHKbmOMMX0atfNy0pbo7I/AibulUJzuSAqGqruCwGw3kcMWJ\nmvuzkUGErrplRPXuSF7eF6zjloBtw6zGEPmC6yo66GYmFVxhqYYretlgCKFrUYQoIyMliLPDYeP7\nW9sH9CSCSX0PbSRStJ/VIzAEK/+QQPVPqER+nVr4P2irNOuweRqcOL2w3cUTCAR45plnCIW2DgaO\n4+zoqJVKpRq6eHaXavndxXPUBBxwRZxGQt5hkc1mGR3toQXhgO8E/j5SDDhSHLSjZHu5VDweZ2Zm\nhgsXLjQVqvwu4hhjfPV0x4/by2thyXEcFhcXSSaTCCGYnZ3l+eefb/vp4x5RSdew7v5+W/OayDTG\nPuZN+dQGufgFEmtttn1ugijvHyy7H+7uH+u7IFFHFJZQ3yxhYsdxjj+3IeZUQVo48XcIL3TZ2UuE\nsEUUWwQQVhwrFEOoMAYFSBDS/bDGgK5h7CrGLoNdQthFpF1E6hKikkWwd3saYeGMvUFo4V+gY9No\nawoCxzGRCdBlVOFrRK37v0MzhFNCFFPo8Alkeb75dLXOss1k7glGBBAb7d115CSqQxdOHR19dlPE\ncYZeRq7eRZgm+7zADSt+EW/FlO3LD2+8AMGuhxQbwbymKsARCEe7zh0LVxiK0ln5UP3w7wCLYIJB\nRKywuf6OqeGKMHUhxnFf2kogSjnE9tO13HhtfMX35N0o9yVWKqhRVzA1NrASxtgCYUqIKK4byq/3\n/T0KOADSpFivXGAk3PlxVpgM4eLfJFj+nynH/g5O8N/sbTB95rsu4mzHtu09n1UpRSwWa5ifuDuL\nJ5/Ps7KyQqlU2uzqtbubll9cPAcVWO0n/OTEqd8nHfb3YMDhMxBxBnTE037QcBxns6Wz1poTJ05s\nlku1ws/ds+qODj89wfGrE6fXMRljyGazzM3NbTq3Xn75ZSKRzsMahBBovfVEVj783xDF1iUxXpZP\n1TFIArX1npcjiitdl5CYiRvIZAdBoR4hCouobxYx8WmcqTMYGUNmHlCLnafqCCLRIRBqo+xnQzDV\nDugaOFVwylArYqp5hF1AmgoBKhu6QPulE+1gqwQlOUVio9ysaD9DrHCP8rFXiC66mTVGSJzE85jo\nJJgqsnAfWe39bwsgKyl04AzGGkLYjYUiWeisrEuW5rGn3sRacz+TDs1gZb/taZxO/EXk+kOE06Qc\n5zjwEq4T5DAJgggaoMEDjBqu0FPBdbLUDxUbuTwmZkHYRkhcgSUBPMF1+IzilgSW2CnC2Bv/mm0v\ncAUXCSYQdMWmDdFlk20/S3LdiV5lduQICQmEyjtitEzOnU7YG+NJRCFSRBz2qc0DAaeOkr2ViEl9\nn2ju38YO/DSV6N9BWy94MzCP+S6UU7VLp8JGqyye7S6eUqm0x8UTCoX2CDzhcPhArgGPWqgx+EvE\n0VojhHjq78cG9M7R2gsHeIIQom+OmfpNrZcn/npnoGQySSaTYXJykgsXLnRsjQwEAuTz3bV87jd1\n14ufTqx+PMH00mK8Wq1uhhRHIhFmZ2f3dW61w455tYO683f3nb4v5VP1ZU/fILzQXnDtfojyKiYR\naRoc3HT9gVFEqlWZTv8wVgwTeQ6RC4OouSHBa58Qs3NumYoPcGLPIB1DIn9/83ehgECaKtH0hxQS\nFwhU5wg6WVT2PmTd6QyCWuxZ8iSIx8KowjfI2mrX45D5BzjHXkVmv9jTelwHx5HFzlvMy/V7GBnF\nBEe6duEAyNwDN08nv4iwGxyvt+XePBXsk8sjbBvSoNejmLJEkYe422CNnFt1tzXx/svamqyPJc1Z\n4FiL9Ut2Cj2miCmAqYUQ5QoIMLEgxG2E1d/24Zt4KOAAJEIPcMRplO4yPH4Dq/b/oTJ/SS38N6hE\nfgOkv8or6o6So4KX1zytXDzVapVyuUyxWGzq4tldpuWVi2cg4hwuq6urg1KqAcBAxBnQBf0Uceq5\nOOFwt/7vLUqlEvPz8ywtLW2WS128eLHrk5gfy4Pq1MfWjRvkKNGpiGOMIZ1OMzc3R6lUYnp6mitX\nrhAMep9HIJ/838jc/abv96N8anPZKoJY/9q7BUamIP+oszEkziMXvA8zboWOnYLIM4ilTxDpb8Au\nQvwEMvMTtBUnm3iNBEuIUvPyoYPAGX0VmXmIqO50vwTWPkdHJpGlZWK5u+jwBM7oq6i1TzenERgC\nhUeMAmw0ZysFZ7DDkyilCVa+xbI7E3XU6qfYkzewVnc6p0xkBroRcSpp7Km3AY2Va7ytjYpjrI3X\nRkYQMgBIqpWa+4Q6EMAJHUPJddyk3Aqilkewgjiziug098aP5HHDgA1QAymLrltnDEw5BAGBiPss\nEHiJrrthCQEEK252ERtCUwF3O1Rw/54RXPdR783xduKxgFPHqGnoUcQBENgEy38Pq/J9qtHfpBb6\n6xy+bWkLPz7MedoRQhAKhQiFQm25eOoCT7Va3XTxNCrVatdJZNu2bwSNg8JPIk4qlRp0phoADESc\nAT6jVxGnXi6VTCYxxnRULtWKQCBw6N2zmmFZlm8FJj9l9bQ7jlKpRDKZZGlpiZGREU6fPs3Q0FD/\nPocxqDu/2/RtPXoFkfwGWfGufGrH8qeuetpC2wRHOrpP1iMvIxYOrozKGDBjl8EGsXQbwRMMAjP8\nLHLlc0Qlg568iFy9w9DabYxQ6OPX0LU1rPxXBzbOOvbEm6jFWw2zXQQGZ/gcsuSWbcnyCqacwp5+\nC5W6tZkzs5tINQnV5ObP5dAJytYY4BBxFgjp1i3ureX3sSffwlrdcnAZq/P6JINEx8+CrTBYOInX\nwamAXUbYRUQtD7UcwuQRNHZD1o/wzsgFlAlAZR1r/Y5b2ncWuMimCPDUoXE7SxVxP2gYt5xpHRjB\nLZGqBwOHN/JmlhUi6hx+uRi4Ysvee83eELiuqu3Z8RVgFbdsy7Al7HT7TKhPAg6Asj/FEEPUVdUe\nkWaVcOE/I1D+n6jEfgcn8K96stwBTx/tuHjqAk8ul9vXxVN/BYPBzesfv7m+DwI/lQaurKwwPv70\ndKkb0D+O1l44wBP81qFqd7nU1NQUFy9e9DxJPhgM+lYoCQQCvsufATes+mkJwdNas7y8zNzcHFpr\nZmZmuH79+oGMXcz9U+T6F3t+38/yqc11hI4hVz7xdqGq/X3PCAtKBUSjTBCPMVYcPXoJuT6HTH68\n4z09+zZqbpuQtU2MEMZBLPwYCVRHzqMiEeTqx/RbmzRInIkbWC3K3MSuDBqBwVp4F2fkHMKUkYUn\nLdcVrswTrmw5YOzoLLXwcbSxscpzhJzG7hq1/B618SsE1jdKoHRrp1tdtDGBcUS1iMzcR63cA+5h\nT76BWumhxX3wGKKwgCwu4jw/jTq3AEPdLOmQj1l1QcLGFSEstgSZNVwRZ2Tj5xxu96ltiISDMSAW\ncEuYvHaotIvG/Sy9m2vbI7bxqlPF3V716s4w7nZrdYjqo4ADIChgWzewbG/Fa+XcIZr9GWrBn6ES\n/W8w6rSnyx+wl3pGydPAdhfPyMjInvcdx9nsplUqlVheXt7j4jHGIKUklUptunmehmu87wrpdHrg\nxBkADEScAT6jExFne7lUIpHouVyqFX4M6q3j11Kv+jbz8wk+l8sxNze3eWJs1F6+nyilUF98b8/v\n+1k+tWM9YxeRHrpwgI0uTO2hx26gkv39jDr2DCZyErn4CerJjxqM4QJyfufNlFj4gGpkgmB1Zcfv\ng+s/gXUww6fRiWnE6kc725N7hLGG0PEzLQUcAJV7hDPyImp9Z6aQWv8KY0Wxx29gpTq7WbSKc1jb\nQrZ1bAYdPwVoRPExaqMDlMAg01+QDz5D3HlMNbuw58Jir2jz9aZos2e9y7dwxi+j0h/vea8dRGER\nJe5jfiqEmlzoahlAW2KU52TBFMMIu+yKDLuFjwquYLPb1dIsM0cAI2CqIFaBiebT9o2ljfUeJruF\nHRtYxBV2DBACMyoQ0Q0huc8CTh1pFvu27ED1/8Gq/nOqkf+EauQ/B5FoPdOArvgudeFSShGPx4nH\n91r46i6ex48f4zgO2WyWpaUlyuXy5jZoVKa13cXzNOInNzkMyqkGbDEQcQZ0zGE6cWzbZnl5mWTS\nLQPwslyqFX46iO8mEAj4snNWvcwrFDqsx8B7EUJQrVY3y+6CwSCzs7O88MILh2KXPVb+GLX64Y7f\n6dGriOT9vpVP1THxGcTijz1frnDaEztNZAa5+GHrCbvAGNDjVxA1g1i6jeRx4+kCcUQ1h9A7xyyM\nxkmchvRKw/lE5iEi8xATGceZeAOZuYOodh8WvB0dnQUTQKXad0iZUOOgQ2EXsRbfx558HbN+l4Du\nrnxDFpLIwlb5lY6ecEUdCbL0LVGdx4nMEiksYpBUwmeoiSFEpUC49ASr1Fi0aTjmwjzGSiDszlqV\n1+JjBM7eh+dBSP8dD/fgsFUmFQDCIELlxq6ZtPv+HgGnAmZo/5gfYeGKOXkQFVyB4gBOZyYDossc\nnL4TZcuN44BYMuhyGFGtIhIHE5gs9UNs9RKWs9eF6QWCKqHS7xMo/69Uor+FHfp3N5Kj+8/T5E7p\nlaMS9Ft38QQCAUZGRpic3Kl01l0820u16h21gM0snt2hy34XwPxWPpZOp3n11VcPexgDfIB/vpUD\nBuCKOIXCzpsMYwxra2skk0my2WzfyqWeZvzaOctPZV7171G5XObWrVucOHGCS5cueRKi3QsnV//R\n5v8PonxqOyZ+EplPtp6wU6rtCQUmeBzpeLt+ExhCj7yKWH+Mmmvd5chMvLzHhVMnvHYPR4ZRunlI\nrCilUN/+EGNFcKbeQpTnkIXGglE72CMvIXNJZKV1Js121NodjAohnMbihbX8AZXAOPbwM1iZu12P\nr44sziOLW+VXOnYSJ/QyTqBKYPkm4bX7XVfQyNIilYlrhFJtCowSeB6sl9a7a319kJRxhZt6jo1i\nZ67Lbkq4Ik+TkjBTiSKixbZWLUK4AlFda+ynwOLghk5L/zlEyeI6mmzc70sUUCBL5a2ytMe4otlU\nn8ci+t+MQJolIoX/CKf8B5Rj30MHrvV9nU9LGbUXfJecOO3QTLRq5eKpVCqbpVp1F0+pVNr8rmwX\ndqLRKOFw2Bcunlqt1pdmFt0ycOIMqDMQcQZ0zEE5cbaHyw4NDTEzM8NLL710qAd0KaUvT9h+LfXy\nw7gqlQrJZJLFxUXi8TjRaJSXXnrpQEummiFW3me46JaNmMgJjD3a9/KpOnrkhb64cABEubUA4Yy9\ngZq/5dk6dfw0JjyDXLyNyra3DUtjl4k0EXAARDVDbuQVRvKftVyWsEuo5LsYIdFTrwOlhjlH+2FP\n3EAtfYTQnQeoi2oWZ/J11HLzPJlQLYVZXcOefhu1/B6C3h0HJjiMM/QycvUewbU/xT7+Ns7wq4ja\nKirzk66XG1y5RS7yHInyN/tPeAK4BCTY0+7cN2RwRYN6F6U21C1jQKRwc3D2y/QJlPZ5swn15x9L\nG+PpKjOoBcsgJnwg4JRwt38FV+yL4gZcb//M9TK17blCdWHtCa7w1ScxRzm30WIMadL9WcGOdX1M\nLPtvUAv+VSrRv4VRM31blx+vk/qF4zi+cmr0m266UwkhCIfDTR+a2ba9o6PW4uIi5XKZSqWy6QDa\nXap1UC4eP3WmAlfE2e2CGnA0OTpHnQGe0U8RRUpJNpvl1q1bCCE4ceIE165d880Jsp4947eLE79n\n4hw0WmtSqRRzc3NUq1VmZmY2y+4+++wztD4Yu3wr6lk41cQlAkuPkJUDbGNtRfoXJlxYwoRE0+Ub\nK45cbx222wqDQB+7gqjZyOVPgPZb9paD4wQzrTtNBcsrGJp/lt0IoxGLrpCij52HyBAi/cG+golB\n4Ey8hbWwN6+nI3TrfU0YB2v+RzijFxB2BlnqzgmlIzPo2LOo5dtY+W3jNhqZfQwSnNHXQJdQmS+b\nL6jZODHELBsjg41FrWFc8eZ4V8PvLw6YVYGxEwhVRgSqOzNZWlEAnDCM7N8m3BQVIt6DcFUXMhZw\nt6dX5tY0h5ODUwOTC0HZIOyqK5ZF2JuJs508rmuocTXiVpj0Y1wxx+Pvm8DGsV5E1lpnX3lFoPqP\nsar/lErot6nF/gb9SGivdzo6Cvg9989r+lE+ZllWWy6eUqlEJpNp6uLZ/goEAp7crwxEnAF+xR93\nxgOONNvLpTKZDLZt89prrxGJ9N9m3Cm9tkDvF34VcQ56XIVCgbm5OVZWVhgbG+Ps2bMkEjtrFfzg\nDgIQq58gF/+CfOgKsScfHUj5VB09ccn7jlTbEE4VE56AcuM8GTNyCZnsb7IQcgAAIABJREFUXrAw\ngSH06KvI1UeoZOeZOgZJcOg4MtXaKRMtL6CnLyNWOg/alauuE8XEZ3FGn0Wu3kY4u8pFVQxn6MXe\nBRxApj5Dh8eR5cadpLaj1u5iAkPY429gpdp3RDmJFzDWMGr5I6zMXgFIrX4BdgUTGoHymhu6PPEa\n6CIq014mzubnyT3GPv421tK2bRMCXgLO4Dor/EKJzTIpEwVhGYSV7WwZGlcAGQIR3F/AARBFZ/9S\nrHYZwRUyFnBLrHqpHKj2OH+7aFyHTR6MFhAOIMJVRKDSfkndGu5Y22nDvt2ZE8RTMUc69zsSintF\ni1l0aYrw4n+JPPY1leO/67mQMyin+u5y0BlA2108o6N71Vbbtnd01MpkMpsdtba7eLY7eTpx8fhN\nxMlkMg23w4Cjx0DEGdAxXjlxisXiZnep4eFhZmdnuXjxIjdv3vSlgAMDsaRTLMvqe+Cy4zgsLi6S\nTCaRUjI7O8vZs2ebPgX0i4gj7/19jDpHfLF1bouXGIBaexkaPa0nNI5oIOLooXOIfUqY9kPHz2BC\n08ilT9oumWq4nNm3drYTbzlDbzdXIj+Hys9hgsPYE28hC18jy8voyDRGxrBWvPkOCByckReQi61F\nHABRy2It3sKeuoZa/2KPwFTHGNDHXgPbRqU/b7lMZ9wt69LhMZzh51ErtwFwJi6DLnQk5qjlH+Mk\nnkcV3MBiLnIwIkE7rOE6OeplOhunra7OkFncnXNv19/GGLwRcOqojXWXcTNzJuiuy/oa/cnaKeCW\nPNXABCOIQGmzzborfnRYgrjsztvxZ6wLPk9w1z/d4fwNkGYJ27qKZfcn5L2OYQjHeQmVuoVl3M5z\nwdW/D+C5kHOUhI2jEmxcx2+f17IsEonEngd20NjFUy/V0lpjWdaeblq7XTx+as5hjMEYc2T2rQH7\n45+9cMBThRACYzq/sbFtm8XFRebn5xFCMDMzw/Xr15+aA5JfxRIpZVd/j35jWdaeoGovMMaQzWaZ\nm5tjfX2dqakpXn755bbEP6UUjnPI2Rnph4jHj0AMUY6dJVBLoaqdBdl2izl+DdmnLJwdBBpcUCHA\nVgjT/vY3CPTYFUS1hlz+FLf/b/fo8YvI5HsdzSOXbqPHziAzva1bVDNYyXcxMkht5qcR1XWstLc3\nbqLYedtia+nH6PhJdHx2h8BiRBBn7DIyv4Raut328sxG6ZgspzHaxhl9EbX2JWrDzWRPXkHYOVS2\ndTmb0DWYKmHOHWyXZG3M3vt7G9cpU8F1BLXr4tgHY4PJJRCxXGf30Bn6I5YEcEurMrjunA7Kosxq\nGDHW2kHUkurG+su4ilgYd3tvlEQJusgB2s4ivZd7eSzmiE5FqA4wSByuI1N3sey9x75+CDlHqZzq\nqGXi+K3l9n606+LZLvLsdvFUKhWGhoYIBAKbLp7D+m7Xr/Oflu0/oL8cnaPOgEPDGMPq6irJZJJ8\nPt/WDbfW2pcXAK1aoA/Yideul2q1yvz8PAsLC0QiEWZnZ7lw4UJHJzQ/OHHUp99H3f6XwFbGqQnH\nMcemMYlRCIcQ0gGdQ5SWobTsidXeiAAiP9fzctpC7LVLmPE3kcn2sh9sGceMvoK1/hg1543QYQIJ\nRHm9IxFpk8g09CjibI4jOIJa+gJZXMQZOYuJT6AyXyBqHZbfNEBlv8EZPovKfN3RfDL/LaYYwJ56\nC7n+BXrYDSu25m92Pob0p5jQMURlFVHNIHMO9rGXsVZdF4+17DqPnMkrYGdR2SZjHQZeA3W8Dx3U\nWiDrx5QCsI5bvhPBFW68cgKtuu2/RbyzVuqwMZ5+snF6NilAScTo/is0ZeW2R+8UB1ewKeK6i4K4\nrqYwbQVAd4IxIJbwNq+nLuZ8C8YSiOnujtPK+QwtTiFN71lh23HEq7CexSrtL1y7Qo6hcvz3PBFy\njlI5lW3bviuxH9Ae+7l4tNZUKhXu3btHIBBgfX2dhYWFHS6e3WVaXmbxNGJ9fZ3h4eG+LHvA08dA\nxBnQFe04cYrFIslkkuXlZYaHhzl58iQjIyMtD27BYNBX9sXtBAKBvjhLvMJvT0i8cC4ZY0in08zN\nzVEqlZienubKlStdt3y0LOvQ3VTyk3+853einEfMN76ZNYEIemwGMzQKkTBCOeAUEOVlKC62LfDo\n6euo+YPpfrX78GBCE4iV/UtxAHTieQhOIeY/wip05phpOabxi8iFzkUJALH4ESY0iuiw9feeMagI\nJjCKWnMdL2r9a1j/GmNFsCdvIJz1nro6AZjIJHQo4sCG66Xm4CSuIvNPkE0yjVoux9jYx17EWnD/\nfqKWR63fxxm7hEpvZTGp5Y/cUOfJq1BbR+Xuu2/Uc2+e4+Bzbwq4OSvVAKJUdQUFrwJ/61RxhaFu\nYw0c2i+76hERA9BuXk6cpiVcIuO05wzK4pag2WBCQQhXEXX3Tz+pAWsSJvqkfsXcsi4zH0bYZTjV\n+SK0mkXa3og4WjyDKY6iMu1nnwVX/wGAJ0LOUSqnOkqf1W/XmP1ESkkkEkFKyfT09J4Hz7VabUdH\nrfX1dUqlErVabYcDaHuZVq8unkF78QHbGYg4Azxle7mUlJITJ050XC5Vd7v4VcTxqxOnXibkJ1tv\nL66XUqnE3Nwcy8vLjIyMcPr0aYaGhnq+gLAsi1KpRzt+D4jFO8ilu53NUyshFu+7ZQC7MFYIPXYC\nMzQGkTBYBqELiHIKigubrhMTSCDTnbW87gl7ZxaSiZ5BZhuXcRkkeuwqolJGLn8G3Pd8OPrEdWQX\nrpI6wi6jT7yO6EEEMwackYtYS3udRcIuYW1kBenhM+jEcVT2C0S1c3eOXLuLkQFXlGkTHRpHR57B\nSrrbyD5+DXviTTcrpwuHkKis7vzZKSFX72JPXMVa2fr8AoNa/tAVc6auIGYeIZ9PH0zuTQlMHoyJ\nI2t5Nx8lB4RAmJr34g1ACtfl0kMupS7GkCMH/DBhBNCgV6KIoSoitO24nqRxC+4SrmhTxRXjIril\nRxtCUD9LiHZQBMogxvrflVCEN9xIj3A/cwdijnI+xxBG0H1JmhHDOLWLqNRNJI87nt8rIecoCRt+\nu+7qJ0fp71qnVqs1fGgYCAQIBAL7uni2CzzNXDzbX5Zl7XuNu7Kywvj4uKefb8DTy9E46gzwnO0H\nmUblUq+88krX9lI/CyV1l5Afqbte/HQx0amIo7VmaWmJZDKJ1rovmUmWZR1qJo785PueLk/YFcTS\nQ1ja217bKAt97BRmeAI9esp1VoSLiGoKUZ5HmP6VlYlyZvP/evRSwxweExxFD7+EXP0GNdd+h6RO\nMYkZROpOz8sR6a8x0kK00cq7EXr6bay51l2oZOYBMvMAo8LYk9fAFLDW2xfgZGUNZ+IKqs3AZHvs\nKmr1AVZ2a3qVuoOJjGF0AGfiOmr5Zkf3dGr9S3TiGWRu60ZS6Cpq5RPsyWtYyzu/D2LWoC5/tNX2\n2msquAJNBbdsJwAE3XImdB5TjCHswlZ5jMenIFNRiKzjiYNG2ofkBpUg40V3Gy7j5sAUcR04NbZy\nbAyumypCf5xMHWAyAiFM/50+u6l/j+tf/1O0TLwW5LCtG1h258HvBoXDNdTKFw1zbzrBFXIMleN/\nt2shx68l8f3gKLUY99s15kHQzXe57uJpFhtRq9V2dNRaW1vb4+KJRCL86Ec/Ynh4mHPnzvHcc8+R\nTqd7bi/+Z3/2Z/zar/0ajuPwS7/0S/zGb/zGjvcrlQq/+Iu/yEcffcTY2Bjf//73efbZZ3ta54D+\ncLT2xAGeUigUmJ+f33RKnDp1iuHh4Z6dEk+DUOJH/JD1spt2x5TL5Zibm9s8QZ0/f55YLNaXMSml\nDnU7qU//zwNbl3BsxMoTnOCzqNUvEcWvtpw5QmGGZjHxcUw4BkqAKVPJJ4mYNEL3dhcriisgwcgQ\nFHa6MnTiLAQnEIu3UZn+lncZoTDBYWSu91wVUVhEz15DdBEMrY+/iWpDwNmxPqeMteCuSw89ix6a\nQWbvItsIwTZt9EgygSGcxHms+b2fR9h5tDyOtItY8zdxjp0HqTvqLKUTJ3eIOOCWWqnlD7Cn3sRa\nes8VNa7gSZefTWq4DpAKoMEENiKaFDsFBQ2s4ZbzhPoojKyAiHkj4JiqgNF2/rreYGwJVQOOAhN2\nS7mqZUTNhp/gbsMA7naNcfBiyX6kcF0/h3mlW39I/y2uuNVCzBGmvc5y23HEa7C2ilX2rvw0uPoH\nAF0LOY7j+Kotcz85Sk4c27aPzN+1Tj9KyOounqGhvU8ttrt4yuUyH330EX/0R3/E/Pw8lUqFQCDA\n4uIiZ86c4cyZMzz33HOcOXOG0dHRluN0HIdf+ZVf4c///M+ZnZ3l9ddf52d/9me5cOHC5jR/+Id/\nyOjoKPfv3+eP//iP+fVf/3W+/31vHz4O8IajcdQZ4DlLS0s8evSImZkZzpw54+lTCD+HB/vZJeRH\ngWm/E0qtVmNhYYH5+XmCwSCzs7O88MILfX96d5hil3hyC7G61zHTT/TM21ApIBd/gj53GbHgdggS\nxoHMHCKzM+g4ChghMfFpTGISwjGMpYAyoraGKCURunU5miivYRJRzOgVZPKHGKHQx64gKiXk8udA\n55kt3WBm3kR20k68FaXOQ2j12MuI+Q96Wq3MPkJmH2FkEHvqDQRl5OpnTe+vVOqTzXDhRjijryJy\nS5siUcNlZO5jT9/AWngftfoTjJDY02+iMncQ1UzT+TbHnHuIQezJbBJGY629h/6p48gTiz3l3hhH\nILLGLd3RuEJNmK3yHRrcMxvcNtoWmx2P+kIB15niYX6NyJrGpUvN0LiuInvj5Wy89MbLbLwABBgB\nWEEQNkiNEPUSJBvIY2wL1hxMJIDRQUSgsPUdzG+sq34aUriOnOjGvwfJIjAGQvqka+P2blbQVMxR\n+msc9SLK+bLlIrU4jSkkUNn2O8d1QnD1D8AYKtO/37GQc5TKbo6SE8dv7cX7zWFkAG138fzyL//y\njve+973v8eyzz3Lp0iUePHjAgwcP+Iu/+Au++eYbVldXsSyLZ555ht/+7d/eIczUuXXrFs8//zxn\nzpwB4Bd+4Rf4wQ9+sGPaH/zgB/zWb/0WAD//8z/Pr/7qrx6pLKSniaOzJw7wlOnp6b7VZQaDQXK5\nLrp1HABKKV+28gZ/iji7McawtrbG3Nwc+Xye6elpXnvttQPNPzpMEUceoAsH3BwYce9deO7Kxi/a\ne4ImjIbcAiK30PB9E5vEJKYgksAElJttYa8hygsIe2vfNaMvI1a/wpl4B5n+uq8lU43Q4y8hOmwn\n3gqZvouevIBcbS/XSCdOIdbnOsqn2Q+hq1gLtzaWfRJn+BQy+yWymt45nbGxR89jLe7sBqZlCH3s\nCir5fluB2NbC+9jHb2Atvu+KL/PvoUOjOJM33BKrfZYhC0mcsZdQ27OYJPAC8ArIYGft0I0WUFD8\n/+y9SWwkWZ7m9/s/MzffuQQZG8nILTIyIysqM6uycqnK6jp0z6GBmpnSRdcGhO7THHXQQRDUh74I\nc5hpSeijNDMNAY3qnsYIjYEEARI06u6pPasq98o9IiNIBvfFd3cze38dnjudDDpJXxmeSf8Az0i6\nm9l7ttv77Pu+v5QirMkitgyBHiFsTl8AsIsbPI+SvLE4FcgUw7WHtciYTRwRo64MvJok0ig6TkBw\n20NwJMqjY0vh1Cc/OWjoEewCIUguginQXcVMO/WShkmIQ8Szjqx59HJew1nZwma/PdrqnVFYrR4C\ngzkORofDyhyLI3MeITFVTpczqcwSN17A2/4ZZghVC09DsPu/APRM5FwkO9VFI6wuEokzbgTd9vY2\nv//7v8+rr77Kq6++euz3MAy5f//+iZarlZUVbty4cfD30tISv/jFL06cxvd9pqen2d7enmTxjCEu\nzpk4wVcG46zEGWeMM4lTq9VYXV1lbW2NfD7fdaWyUeCxkTjW4r3zt+fWXHztO5hP34LcPLLiKpTI\nl2+jM9NH8mr6gZQ3kPJGx980M4fmr0F6iji+juf7yP4mNM43TFqDKaS201858bPgn1Ci51gfppHY\nDFzR6iSY4gNM8QFqEsRXXgNpYHbeORhrSfXoPqqmnsGPIhI9Elve5tvY6ZuY/c9du/VdzMrPiGdv\ng6enWqw0OMRiLOGsU90QG4ob+Fdwg38DklTwIkiBoTf7k5ZyYEMkUz97YgDpcwBawBEVAwQXH6BV\nfrt26O88bYIGFw4sNEbzNFcHCqCpBJIO20TZLsh0+xoqiTrsgV46ZZyfaH4OI8Qpohq4dWsRTCnQ\nnPSuoolx5Nm4EjiH0VLmrDg1GU/KgerJi3+LlVmMHr1uKAlifR1v8138eLjk9Gnoh8i5SMQGnK46\n/jrhopE4YRiOlX3srOpUiUSCmzdvnvh7p5fQjx673UwzwXjg4pyJEwwVozyhvwokzjhKCxOJBPV6\nlwOUc4C1ls3NTSqVCm+//TaLi4u8/vrrj/0BoFXF67whd//hRGXLsGGvvIi59wFiI+LF23h3nZ1I\nwjrx/Kt4yz85Ywn9QyrbSGUbe+kW3vZDpLZyoELR1Ayavw7paSKEeqOChPuk7B5+tDfUfujcC5hT\nrEKDQNbeQnPXkMrJShIVH80+hdl8ZyR9ONIfG+KtObuWzS0Szz6NKX6Mt/8pduomUrhHfPm7pFZ+\n3hepJXEVqzGayCJhmzzxdj86sFiZ/Q8xjeP70Nt5H70UIK80Ts290WoAhQbSwA3mU7TtOIMI9Zpu\nMsmUeppN8XvLnYnBFvKYTLFve5gqSAFHXFlcha6WPQwcQXQet509HMGSBfIgHHo5UKBzmfEpkC2g\n1+q3HsdVVOpsYxoHUG8gintabVmzOlUuawVXf9VeFrdKkz80RNdfw5PfIDSIvdcwUfs6Hct3kN11\n/Nrort2nwRE5Sv36v+6KyLloJM5FwbiRGqPGSZWpHhcGDTZeWlriwYMHB38vLy+zsLDQcZqlpSWi\nKGJ/f59Lly713eYEo8OExJlg7DDuJE5L8TJOF3ZwCpNy+TFVLTmEcrnM8vIym5ubzM3Nkc/nefnl\nl/uuVjZsPC7yzXv7fKxUdu42snwXCd3re9l7JFi2MFyy5ESk5jFrP8M+93vIAxfoK7U9pObaDzg6\nFtNkvknwzEAiSb1ewcQlgngXqXVW/ZwEu/A9zGrvFV66hdiYePoW3mkkzpXXMUO2cnUDU1rBlFZQ\n4xNdexObnsWLA/wBiTuvcI/o2uv4a0ctcS2LlSZniK68ibdxyKaVBHm5gD7LUfKhgstPqTe/D0AS\njeMHxSDYxREhfdumeihHvQdqBJPrwwZcbpY5NzmMltpkxaOoM7rKXa3lF3DbP0WbODqMKq5vJ5FU\nMzjSbBjP+wLid1AYHS5brqCJFGJrzmaWwhFQQvt4M4f+bn7U811lvtZ35pR1OidIKsbf/RU2sUg8\ndQOj91HAyk0oZfCK3VWaGyWC3f8VoCsiJ47jC2OnukiIoohM5jGWmztnjFs1rt3dXebm5vqe/7XX\nXuPTTz/l7t27LC4u8uMf/5i/+qu/OjLNj370I/7yL/+S733ve/zt3/4tf/AHfzB2L60ncBifI3OC\nrxRGeUKPY5WlwxhXEudx2qmiKGJ9fZ3l5WU8z2NpaYlbt25hjOGdd94Z6/15LohDzPv/+8ibsdNP\nIZsbSN2pDuyNF5shwm2YlQ/QG08he/dG1g/NXkUevAWA3H8Xm76EqXUO2G1B6kWk3h4EH345r4kM\nml+AzCwEKSCGuOTsQpW1I+MJzd1ANt8d4tp0htl4D/UzSFQ59lt8/Qd4D0ZbdasFNUlsbgFNzoGX\nBBu7fJTSQ6Swgb/5MWCJrr5JWNkmVfjElVzuA/7aLw+Cjh+F1PfwV35KPPs8JATv6kfwIs4WtZ+G\nUtNO1yzt3dFeMwzs4Qb0ubMmPB3SjVovBN1PINNhV/lCAFoHigZp2INsGEmAcIZSqMrw82MUZ9eK\nmss+zSUY4nits1RRGZwipjvHYX84dOxoIUBqNUfClHBE1+GLRwcuTjjhftQKeW4FPje/U+O580oP\nTUP7XzV+83c98r1NZDGVM16sKI5Ias16LQPqE3kvgLyEX/41Jvr89GWcI9pEzr861XJorb0QSpxx\nzUgcFSZ2qscHVcVaO9D2932fv/iLv+AP//APieOYP/7jP+bOnTv86Z/+Ka+++io/+tGP+JM/+RP+\n6I/+iGeffZZLly7x4x//eIhrMcEwcXHOxAmGDhEZyQ1s3Bnfcc2eOe9+qSr7+/ssLy+zv7/P1atX\neemll0inj2rjx52UOw+YT/4fpHI6iTEoNL+AFGvI4XLe6c4yBJu7gTdKEmf2Ocxu08JVK1Ccfpmp\nM0ic0yBhBdn57MAac6QtP4Xmr6OZOQhS2MwMprwCtU0oryK9KCp66VN9j/jG9/EeHlW4xFdewwzZ\nrqYIml1A05dRP+PsJmEZqWwi5TW8nbvA0apn8aXnMZU1pO7yj8zKT/GBKDkH87ch3MXb/rDn6sHe\n+q+JZ27h7XWuLub5H6O3wOZzyG4ZCRShOtogYcAWE2jk4aVrZ0/cFc64t23jFETTZ1xzI5xypIbL\n9QkAYzsrXU5CzHBVOC3VTZKu+qEWpEJ3xIyHI3zqjLYiVR3YA5MuuHUo44i7GFjHkTyz9GY/O6zM\nOfL16YTeSaSQodzzNjDbnxGHaRKlnyAo0dT3UWbRzCWM/QITnY8l9zR0Q+RcFDvVuAXfjhoTEufx\noTXeGnSM9MMf/pAf/vCHR777sz/7s4P/T6VS/Pt/f75FOCboDxfnTJxg6BgVidPCOObOwPjavc6L\nxGk0GqyurrK6uko2m2VpaYk7d+6cuK983x9L0us8jy/zzt+MdPmanod6Atn/8tB30weBxsf6s/op\nKsZVoRp2X7wUdvntI+Og/Ma72IVbmJ3hlxWXqAa7d5Hdu8QLb+Ct/hzSaaSwjJoEml9Cs/NokHED\nNFtBattIecVZKgZpu7B6pIS2nXkOs/lh39vVpuawmWuQmAIxSFRDqjtIaRWzvwL7K10tJ577Bqb0\nAGkct/f49W1YcSSTzV4jnrmJ1Lfw9k4OJz4MsQ0kqrrg6Ebh6I8L7iPzXShLhoUCaJzCpGuQOIfr\nTB2nXjkpuNi6PtEUaGmy6TwZwE1q61OYfOHsCU+Dgu4b1GSQRAnpRSmzD5xeMOkoUqAlgyTsaGxK\nuziO7fD7gtYtWWirsJoVtZjh/Euc94pdoAoyrfiltpLQL/yEKP863vpbiNaJ88+h2csY+yUmWn5s\n3T2LyLkodqo4ji8UqXERSZxxsY8Vi0WmpkbpqZ3gq4aLcyZO8JVCa+A/bpYluJhKHFVla2uLlZUV\nqtUqCwsLvPrqq13tn0QiMXZKnJY66FzesIRVzAf/cWSL1+QUKrOY7aMEiT7xIubef+44j+yvYW+9\njKwNP3S3OHWbqfWj5JGoooOMYruAIpjiJlLeQv0lNHMZqWzC/n1k//7x6cVD84to9jIaZMEzEFeR\n+o4jeOzZIeFm/y72+reRzd+i6atItXAk+LdjPxN5bGYBTU6DSbjSzPU9TOkhprSNKW2fOv9ZiOZf\nxCt8cWY/AEx5DVN2uT42v+TseJWHeIXT7RumtEx09VX8dWeZwwOexFUF8nEVgkYdMFvEqVvyIAxL\nfXMGNnF2oUcIHC37aD2DqRaOhREPTBMrGG8AAqdV3jsASdmeyTUtBMh07y8tJGexhRRmZoj7JgK7\n42FSHZQxnW5FrVDsBs5mFzCcqmHDxBZOrZXnxDwov/hL4sxtpLGJV/wEip8AEOduobkrGH2ACY9f\n40aN04gcVb0wJM5FUuKMkzLlPHBuz4ldYHNzc1Lme4IjmJA4E/SNUVeompA4vcEYM3RlVKVSYWVl\nhY2NDWZnZ3n66aeZnu7llex42qnOk8Qxv/s/kcZoVAnqp9HkDczKB8d/LK+fMfejJWGG0B+EfKNz\nOW2z8h722dcxK7/s+PvAbS++gfny5wDI/jJ2/hYk60i98wBYNIbCClI4rm5RBM1dQ3NXqMSGRCqN\nbyKksYtUVo/m4FhQP4MmZjA7Ts2iJnAKoOQceCnXVr2ZU1Pdwqt2p3rpFfGVl/F2P0Gi3su5m+Iy\npuje7Nvpp7D5RaS8gle813F6f/0touvfx9//CTyFs0u1niginK1lFGObEk7lMsVoMnU6QGsJpBg6\nRQc4YqSAy8RJ+oiJEAqjOKVcO70GBStHs4H6zafZA5nqX3VqsjVscQgqIjjY3h0JHHDH30kWLkNb\nnbPjlsMswwvR7hUWRwgKXdsMvcpH2OAaNnUTU3Mkq1f6FEqOvI+zT6O5BQwPMeEXI+l2J3SbkfN1\nxUVTplwUhVULjUZjbEicra2tCYkzwRFcnCvPBF8ptCxL2eyIgxT6QBAEY1EFalSI45iNjQ2Wl5dR\nVZaWlvjud7/b99sm3/fHqvQ5nG+ZcfPOaLzFahLo1AuYL39z7Dd7/TZm86NT55cv30HzuaESTPb6\nq3hf/urkNjdXUD/lLFBDhIqH7B0lY8zWp9jrL0L8ac/tCQqlNaS01jEfVzOX0fxVSOZRTWCv/hOw\nddSfxRQfQOkhZvsL4PwGU/HVVzDbHyDx4Oea2b+H2b/nljvzLJq7hinedVlDh+A1fobeFhfoenjw\nnMANUq8N3JUDaBm0kcOkSqOt0nSkUWADyFpHiKziCIEA9/TknxKSOyz08pR2SHUzMKFUYuBwaAAT\nFNBKBskcDwDvChZ0JwmJOnLWWKrC2bapljqnjiN00vRmFRsEMe54StDXtjWNNVQyxLlX8EpHr/te\n+S6UXS5WnHkSzS8hrOOFnw3c7bPgiJxW+fGLM8CHi6fEgfHPrRwmxkl5tLm5yeXLlx93NyYYI0xI\nnAn6xqiVOOOYOwPjq8Rpod+sl0KhwPLyMjs7O1y5coU7d+4MxQs8LqXPD+Pc1EG1Auaj/2voi1UE\nnXsF88UvOv8+NdcxBPgwpFHFXnkTWR5eGWxpnE6WyP4K9rkfIEM0ygTEAAAgAElEQVSu3KSLb2Du\nHV8P8/A94huvYTZ+49QwQ4JUNp1VC4gX38C/27bLafoSOnUbTU+BlwAbQmPfqXDqoynvHl17FW/z\nXcQO/5rp7X0Ge24gGF96Hs3MYwqfYebWkWsWDROQO349VM9Aw7og30FQAYogUyDpc8rZqYFWPeQz\nwGuqtgwD5dr0hTJnq2haqpsYp+oYRlWoGu7pcBjjcQMSV9C6hyR7PAfL7iOpLonJXm57hva22gZi\n0FnOJor6gMYGWW+GWQ9IQIpWMKXfEE19H7/QOUDdq3wJFZePZtNL2KknEdnCa4xGAQgQ7P4bgAtH\n5Fw0Jc5FInBgvDKPtre3JyTOBEcwHkfmBBM8ggmJ0x9aCpNubzphGPLw4UNWVlZIpVIsLi5y+/bt\nocplx3F7nReJYz74u6GrTgD02puYTzs/wGsyg3nYZdZN6Xjwbb+wc7cxD987czq592t0+hpSWhtK\nu2oCZPvuib97D36FffpNZGV4ZNVB24ks5lCYNOCCiKudGTRNTmPzV9H0jCN4NELCIlJZx1T7y8KJ\nrr+Ot/EbxI7+ePZ2PobCx+hzwDTYaAqTO8GuZqxT4yz215ZWBSmoG2iPQCmhCtQEqSmEYL0UJq45\nAqMGkozaVpcCLhC4UXFEgQ8Eh0KLRwRrshg5gQBvqW6SDNXGpdaAVSQ1RGtuAqQSox5It0+dLcVK\nL8RZqzpVr8KIVn5RFeyuB2nB5Ac/nzTyke0IUnaox7DQDDye+i5e8a1TA9pNdRlTbdokUwvYqacR\ns4PX+N3wOtREi8ipXftXQ1/2uOIiKXGsHU2lx3HGOBVY2dra4rnnnnvc3ZhgjDAhcSboG6NW4oyb\neqOFcSaYWuTEaSSOqrK7u8vy8jKlUonr16/zyiuvkEyOpnzHOGfijBre28O3UtnFH2A+OlnJok9+\nC/Nld4SFLL+HLtxACg8G71gwc/Y0gDQq2NxLQyNx7OLreHc7Bzi3YO7+lPjmD/CGrQC6/grmfvfL\nlPo+XrPk97FlBTls/rojePwkEDcJng2n/OlQ8jpa+C7e2q+GqjI66A8CXgq8BOolwQRo1mKe2EQS\nEbaROTvrJEnPthxtJGA3grwOZeB7UB67DhqD+jkkLjnFhdH2gL/quwDcRrO/4aH7WwKEylGyxIKU\ncfkqMdjkFCZqBhsnGfjpSqMAyRy9B6oF9gXUQDrurcJUN7AgRTscNc+jyIBWssjUGcHfDR8tBphU\nH/YrD7SWRdJ9Pjt4YLLuXNItD4ljmKPnfamNBOxFSCqC3BDCrU+AX/g5ceabmMYyEp2t8jO1VUxt\nFQCbvIqdvomYfUzjw47Xl34Q7P4bVGOM+aOhLG/ccZGUOBdpXWG8CByYKHEmOI6LczZO8JVCIpEY\ne6JkHNFSvaRSx19f1mo1VlZWWFtbY2pqihs3bjAzMzPym9Q4bq9zycQpbyGf/b9DXWS89AO8351B\nGpxAEnSCKMTTT+ENSOJo7hry4K3u2733c+yNO5jNDoHMvbTrpzEb3VkEvM//EXvzB5ghETl29iay\n/LOhLAtAGiW87c4l2DWRJs5dRzOzkEgBivoZCPeJr34H51kxzdFi63yWptxE3ehflbBRQ+OIZMID\nG4HGSBw6y1fcQGwIcR3iulP22CqEVbfEK8DTrikqYKa7GGQL2HIak+siaLkO7ILkw/7ImwiounLj\nUm+q3zycmkPcv5Jolj5vPvloaKBoXbZNVHKBs71klRgOMlgMhTYh1HAZPpBGwmpbvZOka2WJNpKY\nZPMe2FLdpARJK05u0ifcbodYwHqOEML9a2MP8RVqFvEi8BuIDE+RY9Jlp7C5csIEmyBehCT6v19o\nXZEhKJMk3dzGJaBKdwHRRTe95MKuA4sHhVd5HxssoslpTP3Ls2dowtTXMRsu/N4Gc8QzzyGmjGm8\njzCY4iK595fcDnZA/7evvbUqjuORvQAbN4xTpabzgLV2rEKct7a2uHLlpIvnBBcRExJngr5xUTNx\nxomZfxSPWpestWxubrK8vEwURSwuLvLGG2+c69uUi2qnMu/+h6FaXOzi988kcOyVZzBrPRIjK5+j\nyEBvYnXmFmane2WNKGjDDtyuvf4q3t0elDBf/CP26e9hhkG+JDLnYmECkLCKKW8Rpy8jtToa1/F3\nf4XYEPUCbO46ZObQRBpQJKog1S2Xw3NIpdPXWS+46lMLzb+bZb27zUsxfhUtZpD8CaRPA5fflKdd\n/ekUaAiEaTQ0SL3iytcnxJEPgJjaEcVMx6t1GZfl44dIEmwjj/GKQ61W5LJVqkcraFnQIqABSgBq\nEVuBlA9J6yxogMaCSRZhlyNZN4I6Ti4CCCCMkTB25JPF5eO0PodX3DT/9ty/7ieFZiizWgP1FF5Q\ncF8dOqw1AkwGxbj+RhWkRY4F9J4TNIvLoJk79F2Is94NIUhZ0kO+1yQ42Ie6m3akRL6CeIeuW3s4\nomeK8wvdPgTTWEFNnjj7Ml65Syvtkfm3MRvummgTs8QztxG/gqm/j/RJGF73/iONh/819et//rUm\ncqIoujB2qoumxBmnylQwIXEmOI6LczZO8JXCOJM444wWYVIqlVhZWWFzc5P5+Xmef/55crkhPCH3\ngfOsBNUtzqNilvfO3wxtWXbhDeTjLoiHSwuw31tFJG9/lfCpb5DY/rCvvmkii6z0MXBY+x321vf6\nVrNoIodZe7+neUSBe7/E3vgO5uGv+2oXwC4NiQg6q530PPbSc0hYwWx8gL/8CzSYQrN5p5oBJG7g\n7X8J+8ffwqvxsbkbaGYOTWQIoxANy6RsGSmtHizjRCSA52krY0L6swpVLZo7mh+jDWA/AZkImelA\n5NVxA+MQ1Aok0kC1SdZU3bJaWSZdEIGqIAUcKZIESYSoBRvNYhK7Pa5Q/xAPoIFw6P6mkQtTbqSg\n3EBC6wiXFvlSa/7bFM24zdicv0XO9DuODEHqFtKdSTaXYVNpc0KtdpT2Popok0itaTza1rJHx0FZ\nnGolD7pvIDZIbjiEqAQhWkshqeFnkUnQVJQVgKIrL6/Gw2Tq51bu/iSILWLK7xJNfQ+/0P+1yYS7\nmE03vyamiGa+gfj1JqHTG0EW7P5bXNWq//FrS+SMU/DtqHHRSJxxUx7t7OxMSoxPcAQX52ycYOgQ\nEUQE1SEGIDYRBMHYqTcOwxgzdoF2URRRKpVYXV0lm82yuLjIrVu3HrscdByVS57njVaJs7eM3Osc\nPNwr4mvfwXz2G0RPl7irn0DW+yNivKD/8BF77RW8z/uzKMnDz9CgvzLn9tq3e1LhHLRpY1j9AHvl\nm5jN3kggcOHEstPZ9jQM2PwidvoppLqL2foIv3w03yi+ehv/4S+7WpbYyOUdNe1yh2/4KgabW3Dl\n0oMsiCBxDantOAVPuga3aZdsbg3S+6jQJF4N3QCugkYG2bJuIJ8LoRGgRYvUI6cyMQYCRYwe2JUc\nSdNfiWqNDVrNIbYGfqNtpWoIxIpJnUTgnMN1q4ojb9QDEyDl6kHpcgRHkmQYHUFQw+3TQexHrZLr\nnRDjdltMm+hpoVlVS6Ys+MMNTJVibXSVxIrAPu64bETIXuTW3+D21TTncuh0gqD4hZ8RTb2JV/hF\n3yqag+WFBfzNnwOgXp5o9hUkETnLlXb3EiTY/XcAX1siZ9yeA0eJi0bijJMSR1WJ43hs+jPBeODi\nnI0TfKUwjgP/w2gpXh73zVtV2d/fZ3l5mf39fTKZDNevX+fWrVuPtV/jDt/3R6oO8t79W2QI5Ka9\n/CLm3ocut+QM6JOvYJY7lxw/C/Llu2g2i4S9BYKqGMzWyZWhzmy3tEl86wd4y72RMZqcxqz2rv45\naDeswfYD7OxNzO7nPc1rr3wT78FwCLoW4pmbLleotI638xlmf6XjdNETb+KvDqfKlqhFiqtQXD32\nm14DvXV0zKU2i+T7D5uXGFgGCS3WTyIlAakhpuEGwE0iYdA8joP+hgEUQiRhEa9wRKmiJVz1pVOf\nh4f7ckKtQCMN1Rpi7UEJbxUP6h6SqDoSoEKbOEvhMmzKQF6OWngGRRnXh1GPCSyOLGrQtnnVOVg3\nwuY0KdD8kKp9DdEWB0AdbHUKUyu4fXTYMjWPs1MlcMfxLo6cgzapc87chV/4KZXE8ySjZTwdToEI\niYv4W+7+ol6WaOYlJADTeA/R01VPwe6/A1XqC//T147IuUjERhiGF4pEGKf1VdWxC1qe4PHjYlx5\nJhgZRqXEaWFcL1qt4OVOAcLngUajwcrKCg8fPiSbzbK0tMSdO3fY3Nxkf7/7YNvzxDjty1Fn4ph3\nBq9KZeeeR1bvuWDUbtDlm9FOkHoZ+0zv1iZ7/VW8e92pQk6CufsLdP4Gst99uLJeeQnThwrnMKS2\nD34KzS8ixc6kyaOw8y8MxUal6pal6UuYvft4O5/DzulkUnzpGbyN3w7c9qkQ4FmQhaNfay2NTA8w\nGCzjBvIRMA+GEVoZS0AdJNk4rsawri9yDs5SjRIuaJkkYhuINFyZrINQZdBwCpECkmwSylXcwP8w\nDC6ot+5KoZOjf+tUC0XQ1AjG0xFOWRQnUD/lBvde6CxkSdcuAe3smwbtp1ALsuPKqotUkbztfz3z\nzWUPQubEuOyeCMiAMYXj+6aFmeZ0rayfwwHIexxRPOn0kMm4E5AJP6bhLRJrjsCuD3XZEpfxt38F\ngJoU0cxrkBS8xvuIdlbMBXt/CfC1I3IumhLncT3zPg6Mk52qXC4/tkiECcYXExJngrFFK0tlHN9y\nPA67l6qytbXF8vIytVqNhYUFXnvttSM3mXEMEYbx25cjJXG2Pscs95+3Ajg7zeYWUit2Nb3OLiID\nKFMAKPduV5Hq4G95JWoQJ6/i0R2Jo+l5ZPk3A7cLIKV1bOIJSM8h1e3T20Xcf8+wtZ04v3jYy99E\nE1nMzmd4m7/rfl4/jRhFoi4JvS5h0/NofhENcmDqeFc+QLKPtFEEme+vXVXQYh7Rogv6TeCsKEMo\nHX60IdCCwZLA8+sdrTQaBRA2RkPgWBwBU2/2xQPxmplFhEeVGGEzVDkRYrx2iXZVgYSPyAnX71bO\nTIsM6yFc+jC06COZaHDHTwhaA/XzSK3kiIkAV+nLDw/yU1TB1qcQykj2EfXjo1yGBwZ3TdF9kNB9\nxxS9ETKCI4zmzpqwA3Zxaqg0vVmy/GZ7u4/M63M0sLmoaFncdpMSMmtHpoYK4hXUmybOfhOv3Lt1\ntBuIreHvNAkdCYhmv0NklIT9GI+j94evI5EzCTb++qLRaJDPn1WS7nzQyrecYILDuDhn4wQjwXlU\nqBrHm8Z5kiWVSoWVlRU2NjaYnZ3l5s2bTE11LoExriROizQZl305yrBl7+2/Hmh+zV1HinWkfDqp\ncBjh3BMED7pTk5wEefAOen3BWWy6gJ3/BmZ1sBLhLXhfvoV9+luYtbfPnFbnbmPu/eehtAtgdu9j\nr9x2ZbVPyebRG29ierRRqZfCXnkRMT6y+RHeWn9EW7zwLfzV/hVANn0JzS8RSpowbJAxIaa4jKls\nQWXLDZLv0LbxtFAGvdRfxIc2ElDxMaZ4ZAEqBiKD+IOTqBob2Hf5OZKweCcpfEogqQ7KnH7bDYE4\nB5WSC8tuWqNag/FO20sboDaHeCUkOH6N1iiPCQod5nwEzcwcrTdrlqfKXVmQVEHrU5hMF208inrz\nE9Mul+63SrYXO2fqWNx2T4AkTmjzFEGKHCrfThlHjgiOvBpCCfEjKOHCihPNNgcZt83iVECPVuBq\nQgyQVwS3TbQMUsQRcyngEsfPwwEg8T6mXCKa+i5+4efDW3CntrSBv/NrfMDiEc9+G00l8cIPEevW\n9+tI5Dzu3MHzwjg9w50HxkmJs729PSFxJjiGi3M2TvCVQ4vEyWRO0jA/PrTsVKNCHMesr6+zsuIG\n5ouLi3z3u989843PeZTO7gfj1q9R9mcQK5Wm56GRRPbvdT+PCGwNHrQrCnbmZtckDv6QJQ3FAire\nkZLYj0Kz15Dlt4bbLmA2PsIuvAy7HyHxcSIgDGbwN7p7k63BFHr5BVBF1j/AW/nVQH2Lll7vmsCx\nqRlsbgmSjuSVRhEprmIq21DZwaMDj3EduMVxVUetmVHSz/hkG8SE4B0nK8SzaEHcYLVf1HAEQWBP\nH/Ba0GqAZAe7VmuYRMp1l0/jGcRvMhRdPN9rHKBRgJgSxj+BJAzB+L2RK2JcLXCtBVhJIMlTyJzY\nObnkDAJHFYhSaJwAK0jTHyXGdq2EUW2SEj4n24+asKkchi5CzYX2fq7jVDYKOp1GUieoxPI4Iumk\n47cOuisQpBC/OpTy5gcIcATODm65p2w7MRxVptVw5dZbleBmGZi0EmL8ws+Jpr6PV/hpV9XcBoUh\nhl1n/1TxiKdfRtMZvPCjJpGj1Bf+568NkXMREIbhhSJxxikTZ3Nzc1JefIJjuDhn4wQjwXkoccYR\nQRBQLg8nMPAwCoUCy8vL7O7ucuXKFe7cudMTiTWuSpxx65cxZiRZTvLwPcxG9zaZw4i8LEYuYbY/\n6Wk++8S3CNaGlJWyfrxMdSdofhEZ0DL2KMzWF8TP/R7eg5NVNnb2Wbz94alwjrS/+g7xE29g1n91\nzDJVzz9JYvtkFY2m59H556FRQTY+wDzoL2D6UdipJbyd48eTBlPEUzcg6UrhSFhCCiuY6hamutfd\nwg2OvLne4bcQCJyKoic0cBkgZyheJBmj+0lkurdsHK2m0dBDTMnlxJw2bRSANUimj1LTIWjNR2oN\n1Acx9QM7U7fByxoapGaRVAPxTr+PWZN3iqU+IKZZrrxIW6lyGCHtKleH+2eBmgAZFIPYOpgGYmoI\ntZ6tWqpAPQUmhkx313oTlvrLrWnOI7WqW++WiuVwiHDLujdzaL4YtJKFYhnJgGRcufqR4RJu2+/Q\nPWkpHA1ODnEqpDpunWZxld36gF/4CXHuFUzlI8T2V+2tH4jGeHvvwJ6zpYZTdzCVT0k+/G+pX/8f\nJkTOVwTjpEw5D4xTdart7W0uX778uLsxwZhhQuJMMBBGSeKMWu0yCIZJSoRhyMOHD1lZWSGVSrG0\ntMQLL7zQ17b1PA9rh1uudRgYNyXOqGD6tFKpn6Iu18iu90bgAEhieJdxs32f+Jlv4G2eXqpcp5/B\nbA9m3+rY/oP30dQsUjte9lnzi5j7wyFHToJ3/xfYp7+PrLRtU+HcHXIdCBzNL2JnnkFqu8jGh5gv\nh1uxSr0EmptD4zyamgHxIKoh1W2kXnBWqNoeGB+Mj6YvEWevuAGReAf/qkjz/w1xHFOvN8hM+XjX\nP0JSx1UQqoCf6/jbqf0tZyGsI6kuz3NTR+teO9T3JFjcYFxBklUXkntWX+pp8Ko9kVBqgUYOiiUX\nRmwiyPVhJauDRj4EUXcKiiqYdH8EzhE0lSpa8oDYZf+0AnUTOEtS1Py7af0So0DZreMg4+hiy/7U\nG2Gm/hCqcbeylqBNdgQ48qZ1i97DcTVJEL88XNXNWUg2P9s4cqafMWGOdp9j4CFu3/q49ezB/uWV\nfkOcuonYMqax1kdnBkMs09SLEeFOGdP4T2z87r9jf+m/Ip1Ok06nyWQypFKpr0TOzCiLeowjJnaq\nx4fNzU2eeeaZx92NCcYMF+dsnOArhyAIqNdHWMVkAAyqElJVdnZ2WF5eplwuc/36dV555RWSySGa\n4ccIF4XE8d79257nUeNj898ge7/3sF7NzyMrQ65Y5M+c+rMmp4bfZhNS3cMu/h6yclxto1NPYHaH\nTxw9CnP3J8Q3f4D34B9R8TBR+421nX0GzS0ipXXM9id4J5QCfxRqEpCcRpM5rJdB/JT7zhy6BccR\nYkMIa0hYIb70FP7qW2AbYMOhlKz3geQMsMDJNqQyyFz3BI7GghYyGK/cExEgBijH7dLMx5brQUHA\nWGeb6qYvCpQ8JNe9ukIbKbSeQOIKGhvEgJE6qr1dizVKQQiSqCFed9c6VSBhEOmdeFfFJSgffAyq\nBlRABbtnnL1KpVnfXRE/BqLm30O4HpdwLEy/dh+/ab8a1rsgD6c4ioAVHOGxhzvWA8691PcRzHFg\nA2R2wGVlaatxFFgHG6exz76EiR9i6vdPnd2rfY7154gzt/EqHw3YmZNhg+uov4DaFFKrIPvL+NVN\ncrTVgvn6Kps3/yn7iZsUi0U2NjaoVqtYa/F9/4DcOfwZl4H1RapMBWCtvTD5PzBeFVW3trZ44403\nHnc3JhgzTEicCQbCqO1UxeIQ3lCOAP0qcWq1GisrK6ytrTE9Pc0TTzzBzMzM0LfjON18YHxJnGFu\nJ/nyF8jOvd7aR9D57+B93p/CxC6+gDdgqe1HYe6/T5wM8GxnktJefhnvi+G2eRjyxc+w125idtsl\nt+30U8iDwUqZ9wLv838kvvl7IIKWNihceoV8tIOUtpGwgSZy2KvfAi8FxkPFOEWBjSEOIapDWEUa\nRagVkUYZGltIcaurcaR6AZ6tIGFvapgzsQQ8x8mD2QJIL4rtAkioSKJPa2kStJxH8u3rvFZBoymM\nFnqz2jSa1YxyZweWaxygtRQS1p11yPqgAUYOVYsyPtJFKXSN02jkYbzuMnKOzjuFeFU0DkBNk4gR\nNzBXcYoqq4BiowZGtJkZFSGiOJYiRm0C4gRYd40VL8acYeGCpvoIce36adeuCFjryqLbZmWt5kc9\ncU+NUdapwrpVXZ0AEQ6sewMhximNQtr5OYcVOpXmb/GhfwU0kwGpnGnNGxpS7mOLOUyq9+PlRKTB\nUMWsufuITc5hp56BRAITrWFqXxybxUTbaFQkyr+OXxz82mqTT2K9K2AD6rtbpKoP8RoPcbKhE+ZJ\n38AUHzD/2/+GzI/+HryjB0IURVSrVarVKpVKhZ2dHarVKlEUYYzpSPAEQXBuzz4XjcQZp2fKi4aJ\nnWqCTpiQOBOMLcY5E6cXEsday+bmJsvLy0RRxOLiIm+88cbIZKnGGKy1Y/Vw4fv+2Kmqhl323Lzz\nNz3PY6+/ifdJ/zYcs3f6G9d+ILUCpblvMF04bqlS8TBbnw29zSPt2xg1j/gDMleR7XsjaU9NArJX\n0dQs+FlUEm7gHE2DLWCTCwSbH0N1zWXllPcHt4CcgXjpVfzlnw5vgQbsS1nM/ClkSwHo9hnRAlu0\nB8uDQIpoPYOqB3WL8cuI6S3kVys+JCLklPgwtQatZyG0GFtGaKDqY3UWw+5xX88ZOR02zoE1GCl0\nZ/GyAcSBq6hlY4g9RApNFUr7XnLSsWWkPYFqAmvTECuiNURCVD3EE8TrXoXkVtGRQaJNwlCbnZBm\n2fM4hVrfqX1siFBBKLnQaM+HVAK8el9qIsCpZnokcVQNGuagYZGogiTsQcWsjmgdF2WOBC6LVlxA\ncgGkQbv6VoLeS4z3AJMvub4UGSzg+6Tl17cxm+3qhpqYJp5+FhIpxG5iqp8hWIQGfvGXRFPfxy90\ndx9SPDT1FNZchshAZQ9v/0tM+CUGl6nW7R1VU9eAB3i7HxC8/S9pfOe/P/K77/vk8/mOZZ7jOKZW\nqx2QPC0FT71eR0RIJpNkMpkjBE8ymRyqkuQi2YtU9ULZx8ZNdbS1tTUJNp7gGC7G1WeCkeGiBht3\nkz1TKpVYXl5ma2uL+fl5nn/+eXK50ZvxWwTTOJE4iUSCUmnIqoIBMdSy59bivfsfeptl8Qd4H/Wv\naLE3XsRsvNf3/KdB6p3fsOvCq5i7o82lATDLb2OfeRXz8C2i6Wfwlvt7U6xiIHMFTc1BkENNgFgg\nrDuFTGkTittIYRlh2c2Tv4pOL7l+3P/PeDSFEVdvY6cuu0yazY+OhR8PC2o8zH53AdOnLsdLYa98\nA00J3tV3MblTCJwyHcshd1xuRaDqDazCAEessK/OatFHaWVVQetZTLrztUUVaGTQhodEJYy0FT/W\nTiNaxsjx/CWgY5UyAI1zqBW3rA63P1UBm26qYxSxMcRVRBpAAwHUZsEUurYRqQVCgxK4curUkSbx\no2pQ0uBXe7YlqYK4IleOmFNQzwPjwmil4YJ/JeAg2PkAHq56VSNy5cutBwiaTDk7mal115+zhVPu\nOKl5SDUEAUlaRApOIdQLAdSyIBWa8zVJGvE4bgmLcVlMDbBBDombNrl0j22e1pcssI4790b4NC7h\nPv5WO4he/Rzx1LNoMovYHbziL4jyr+GV30NsO9dIJYlNPoWaS84qWN7G7N3F2M8xfN6pqZ6ghzZk\n8O6/Jnryn2Hnv93VvJ7nkc1myWaPpzyr6hGCp6XgqdVqqCpBEBwhd/rN4blISpxxezE4aoxTZSqA\nnZ2diRJngmOYkDgTDAwRGQlDP84kzkmIooi1tTVWVlbwfZ+lpSWee+65c2X0WyROKjWi14h9YBzt\nVC0lzjAgX/w9UjxZNv4o6le/R3IAAgeAdJ8lSrpAfutT9NpVpLx+9IdybwqJQSC761iTQIOZjnkw\nCpCeRzPzaCIPJomoQNSAWgkp70BpAymuIXQX4Gmf+h6y+iHm/q+xS7fafQFk/SNYd/kRmp7FXnse\njCDbnyKVrSGssUO89Br+ys/7mtfmF7EzTyJhBbP1EV7tN64C1WmDzhporrsCMboliK+QGPBcroBW\nPTRKIl4MqTpaToCJnaqiC2iUAOtjkh3CmRsJtJFCwhoiFce1NAkFtUlUfYzs95SqqzVBTQZjSgfk\nhFoDtqlUidXZj7TWVKscwqE/VLNgTikHTosICiDS5rwNxFhn/WpNg0HJIIkyIqerb1R9iD1oNNy5\n1Aw3Fq/ZtyZBo+q5ZYpFTRVJd7cvRADPXUslKrlS7CqoSTtbmrHOtuR3WF6HRwfVJlFYjVw/Awti\nBy61fYBcs90C7eDhTmiqewyl9tNyiLNntYivFpGUob8n6qu4nJyIo5W0RgiJSng7bx/8rV4WgoAo\n8/tIXIQwRIqbmMI9PP14dP1otI9b0ZjUP/4LKj/6e/AGywYUkQOC5lGoKmEYHli0BsnhuUhKnIu0\nrjBeJE7rmP26ZmZO0D8uzhk5wVcOoyoDPUy0+re3t8fKytiX/EkAACAASURBVAr7+/tcu3aNl19+\n+bGRKONWzhvGk8QZZp+8t7u3Uu3mX2T2s58N1J6mppCVt8+esE8Iir303BESx175Jmb5/ZG1eQyF\nDfYXvkcuLGIXfg8QiCKol5HKLhQ3kNIWwuAEik5dc9WvvnD7xS7cwWx9cOL0Ut1F7jqiRQXsldvo\nEFQ6KgKF7sOb1SSwl7+BBjlMYRmz/yWm2Jz/Bo7AOYWc0VggmUCCM8jyGi7/JtX/9VitQWtZJGxA\nJUJsjPiVA3WHSIgWPHTGPzMYWEtAKkQS7eucxh5aEsS6ZQnhI+SJoFEGMWWM9GDtrDgLCUYxtbJb\nDy+DhGVHTjxK2Jy6DVIdCRwXUhygGoAqohWXx9Mp8FlxRItXxZjSoe8NkGxanwCa+Tlad4oZoo5P\nfBp7EMauoFkiRmQ4OXQiClpxGcpNrlzDADVpEHHKJK+KJvOIFqFikHqTCAoUTJfVvfruII7MaVU/\n60Vhczhvp4U6UGpuTzxEG255WY4qmDqh1Y81nKVxBIIHRdDkNTS4jEoWrCCNGlS3Mfur+FvOThVf\n+iam8rtm9tJoIcWj1zpv98OmrepPR9emCEEQEAQB09PTx37vJYenXq8f2Iy+7nkxExLn8ePrfoxN\n0Dsuzhk5wcgwKiXOuMMYw+eff87GxgbZbJalpSXu3Lnz2C+040iYfK2JpTjEfPB3XU1amfsWM1++\nO3CT+uRLmHvHKzgNFZvLR/+W0ZCSmpxGp5YgMQ14UK8g+xuwt0IiXySxPppKWC3Yp95EVt/H7LXt\nBuSmYKe7+UU7q3RUBLY+xqt1uSCgevklMh3KmR9GnL2Kzj6DxA2ntlk/Or0agZfSyHzlhCU0p1PA\nBkjmDEJjG0cm9Lv7q051g2eRKHKDVS+BJuQYWSMmhh3QSwbxjhNhqkAlhWRr7b/rWbQhSFxyuTGd\nLE5xBuIaxu8ygNniKlVtAgoisQv1NbgskbjUc6Uj1QyYSlvFowGqKVeVTGuINBBOJ9MsefCdkkZt\nBo0UwQJx015V7YpQ0jgBEoCJEL/e/ZOgbW5z8WlKdyAOEdtU97QeAw7//yGIbThyo4k4OYsQuf0T\nVZwazLh28HFEyahvpwZXortJ5mjOc+qwfpBwRNgRj1gVR/C0DnUPSIFmHlG/GeAaTh2kwHF+oTuU\nccRj5BE//W1Qi1R3MMVVjD09aBjA23mf6Nqb+LtDzOTqAE1MY3bWj30fvPvnRE/+865tVcNGLzk8\nu7u71Ot1dnd3D3J4WvasUeXwPC5MSJzHh2q12lFVNsEEF+eMnGBkGCVpISJjFTCmqmxtbR2UBp+b\nm+O1114bm4s9fM0JkyFiWHYq88n/jVTOHqjH114h/cV7w8lSedTmNAKYzbvYp1/AbP0OO/UEstx7\nCfQWFCB3Hc1eQ/0sWEUqBWTvIbK1hWztH5/H80ntDZ67cGKf8tfQqQXMF0cHK5qeRlb7J46OqHSA\n6PJzyMzVrlQ6ST1OMqh4NGZvEfk5vMoGqdJ9KK8TmRTV1FVs7ibip/BtA183Mc+uIlOnEzgAUgLm\nTyFwQhyR1cezo6pAJQWNEPEiRGO0BJKsojYDfq2pYukAHygGaL6OeG0mQEMDNolkqmg9CeXQERim\nfMQudaQfVpCaIqnKmU87Gidc5krTJiOebc+jIJE2FTNyxN6nImgzMwWxbjAu8RG1jSWPSANlCo1t\nc9qoaY9yDJlap5ZAW0yUqxqFjUEtcWzxTMMRKNLul+KB+KikOcQQtZcB7e9tM/gG6xiE2LhAZBs6\nMuZgnQBj3Pzipj+UqwwtZU8LptWsQCxIbB0pwqGZPNrbs1klyot3291MQBynEEkglBwxVKNVgOtg\nfZFme63lDYvoaZI5EsfYMIP4FcdVDQqhMwFawRE8IW69EjhLVr759xro1RPKr1eanxY51Nq+SQ62\ni/gx/sO3+uqyv/ZTouvfxd/pz9bZDWzmSbyd4y80hmmrGjYezeEREYwxLCwsnFsOz+PCOJEa54Fx\nWt/NzU3m5+cfdzcmGENMSJwJxhqtXJzHne9SqVRYXl5mY2ODS5cucfPmTYIg4PLly2NzoW9hHEmc\nYebPDAvDIpbM23995jT28jcx936HxIPvF3v9Nmbzo4GX0xUCl3arU09gts6uhKUmgU7dQNOXwQRI\nGEJpB9ldQYoPkTPeAh+GvfEy/uqvz56wD9in30SW38PsHyem7I0X8e4PR+UkgL/5CWx+AjiVTnT1\nORDB7H6KqbQryMQLr+Ctu/7YzDz20rPuLXppA99L4CUSMHWDODWLFNfxSutk6ocCkOeAb9GdJWQf\nOKXQhZZTEFok3WMmWQ0ogxh1Vhkj2MYUogUkCVr3IVU5M39HtIbuJ9GZEDEWraXBKNrwoOwh0tlq\ndGQdagYSAqkTrjsWqINGgAmgHqKeuL4bmiXGj66/CE1S49B3KBI1LUjqiCNIYglQNUhURWwNTaSR\nuAFxzXEjAM3lKwIm7QgaxZEqUdumpV4Kn5oL5aaOYkASTfLGd2SP4qqqaYTEIWqC5vIaiC135DnU\neahQfMSCep5bb5f+DRoem0/VA0mhNG1bal1/bd1tO/TkJ0vbXOVDocKH4Xk1oIZzgSUhSIBXOplM\nsbSJHus+6vtgfCSqtUmeXm7RHhiv4vKB9hXJ2ZHYm0RoV806jAIuIycE7oHNZDDVJinrg6abx6h3\nwvxDgrf+FvHcN/A6VCkcBtQ7rnQ5aPscbFXDQBRFZDJuJ5xXDs/jwkVU4rT27ePG1tbWJNR4go64\nOGfkBCPDeVSoehwkThzHrK+vs7LifNuLi4vcvHnz4M1JIpEYy+DlRCJBpXL2m/jzxOO2mHXCUEic\nsIr58P84dRJ76Tlk9T4Sdl/69zTo1FzXVp9BIQ/eR/NXMMtHlSkaTDkLVDCDs0BVkYKzQJn9L4Av\nBm97BA+wOnUdzV/DfH6yVcCUus+k6RVS3cW/56p7qUB8+Xk077J0bGoK+9Q/cdPVy0hpH1NYQepd\nhEk/DTxPd4qEAicSOGoF3U1hEtXu7ULNgFi1zSyb5m7TcpPgSBScqCTKdEXgtCBShy1Qz6DGETsn\n2aWOdEdTqE1gguPZLmoTECUgiiGuAz4qSSQqHyMKxEYnDt6dYsZ3BIj6SL2MemlMo6kgoe76f0gY\nI7EFL4VNPQHJKYirYJKoJJw6SzxX7t7z3fd+GvVSYFw7+7ub5LIZfKzru8aujzYCDSGOQBUVwURl\nsKErCW4jZ72y0UHvHUvV/ksAFW0qfwS1MViDhNb9f8JH/TSIcWW5KbdLnrdwWvaSgpJFTANJnU1k\niwCJOmjdEW2xB6mgc/l04ciT7EH+T4vMbKp+DhQ9emi+w2qeR/e/xJAHjX2oJyFV7vrYPQZt9iF0\nXSMGG+QxxWK7L4Z2mfRm0LTLtK6gFR9JRDDtzqnzgNgIKaxjU1cxtREoP8PT773OVvXPsPOvDL/t\nIaHb6lTDzOFpfYIgONfnqotI4owLiTZR4kxwEi7OGTnBVxKPo0JVoVBgeXmZ3d1drly5wp07dzoy\n8kEQjJ3iBcZTiTOO8H2farU/YkVV2d3dpfyTf8uzjZNLp9vpJ5HtHaQ2nKpOmsxgHp6emTJcCPHV\nN5HSlnNgVArI3iqyvYVsj+YNLYAmUsjD4ZZPt09/H1l+B7N3shrILr2I2RpN2fbDUC8gnn8OUjNI\npQyVKomN/6/3BXnAi8D1Lqcvg17qzIPElSReuY4kuzsnNPTQehaJK4hE7XyburM+SdD209gogwkq\nXdteVAUNp1yVHEIkac60tqgKcZjG8yoYOZSZoxmoNcC2cmOcZcr6WSQuYyQ6uV8thYc+8i+A56Mm\nQJOz2LlvEmevu2ppyRk0cw3NLqC5JWzuBqQGLzv06Xvv8eyzz/afjWBjKK9jNn6Lt/0hZv8uUlpF\naltQ20eispsGbRJEMZhmuXEbIY02Kabq1EHqBYjWET0lV6cOGDCJLvOIHkXTGoRWXb5SBGTODr8+\nglbWzkljsghcVI+rCCat+6cA6YSrvFU1WJNFUsW2xekRYkYtLnS+VnSWuyY5o94hW1SzL0aLLtD4\nDEgCdEqdHXG92ad5es5k6gemvk2ceg41e4jtIQy8C5xV0U80JvUP/4LKf/EPY2eraiGO46EQG73k\n8LQUPPV6/VxzeA6rji4CxonE2d7enihxJuiICYkzwcA4DyXOqBGGIaurq6yurpJKpVhaWuKFF144\ndd3GlSwZx/yZFsapikM/Fq9Go3FwnORyOV5cP7lMuGavIaXQESBDgj7xMub+YJWtTlx2agqdfRoS\nU1S2d0nvb4MuYD79BOYuYb4YcZDy4b488TLmwS+Gs6ypBTR3BfP5T86eODOasu2anMLOP4sEWbS8\ng9n8DP9hu9JXfOMVKN/rbaEZ4NvAVJd9CAPIx8dDWxVYB5Oun1xquTWpgq0kMdVGs5JRoa02iUGj\nPELxgMBRBUIfk+5OGajWoI0MhDgLlmmqDmoh1qSRVISY49dcDX3QGN+vuMF0w6AmgzRKiBxqOwTF\nhSYbWz5K3rh8YEcgkUST1yCVwWavYzM30PwN7OzzxHMvwtRTJ4SVjDGMB/kFbH4Be/Ofdp5m/0v8\nh7/CbL6L2f8CU1xBKutQ2wVbb9qnHDmhiFMBRRbFR23a5ejEVRdQ7Qeo+EhQBRRV2yY2oL8cm4Qj\nNdDIBfha0IwcyU56FKouqugYGdf8KIImckij7iqnPQKpV9EgDRogtSrSAJtKI1lF/Fp7XZpRRWIL\nxyyNgx4p4sdo3odC5M77HdyxfFXa58iI4O1/QnTldfz9Xw5tmSoJzP69s9ve+x3Bb/8ljVfH01YV\nRdHIM20ezeE5jF5zeFqffvochuFEifOYsLW1xdLS0uPuxgRjiItzRk7wlcQoSRxVZWdn5yCkeGFh\nge985zsEQXd1RsfRtgTjSy61SJNxeRDoluxqqW4ePHhAuVxmcXHRhVlHFYK//k+d50nPQZRC9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CspB5oA00F0IWCkhIa77ia74NbKFq+HER63dhwgsrP4QUQTtzU+FzhaD8RVwfxQHPgXweTAF1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G07wd67/0DIuX4TpLER/NBecDcur729AlTiEEIwPz+f/LzWm2SmFLIdG8QCz+LiIiYmJhCJ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\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MBgOio6Nx9OhRKBQKXL58Gdu3b8fOnTvx1VdfYeHChfDy8oLT6cSSJUswf/58AEBpaanY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\nEREREREREXmA/wP9S2GQx/RweQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f789c994438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "countof_angles = 36\n",
    "countof_radii  = 8\n",
    "\n",
    "# array - radii\n",
    "array_rad = np.linspace(0.125, 1.0, countof_radii)\n",
    "\n",
    "# array - angles\n",
    "array_ang = np.linspace(0, 2*np.pi, countof_angles, endpoint=False)\n",
    "\n",
    "# repeat all angles per radius\n",
    "array_ang = np.repeat(array_ang[...,np.newaxis], countof_radii, axis=1)\n",
    "\n",
    "# from polar (radii, angles) coords to cartesian (x, y) coords\n",
    "x = np.append(0, (array_rad*np.cos(array_ang)).flatten())\n",
    "y = np.append(0, (array_rad*np.sin(array_ang)).flatten())\n",
    "\n",
    "# saddle shaped surface\n",
    "z = np.sin(-x*y)\n",
    "\n",
    "fig = plt.figure(figsize=(20,10))\n",
    "ax  = fig.gca(projection='3d')\n",
    "\n",
    "ax.plot_trisurf(x, y, z, cmap=cm.autumn, linewidth=0.2)\n",
    "\n",
    "plt.show()\n",
    "fig.savefig(\"vis_3d.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example (random dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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v8Xhw7bXX9tfU1LxutVr/k3MeErsmEnuoK5ZcFJPJdF9xcfFr1dXVMRfqBEEY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\ngA0rIEXBCN2p9HZEtoVHMHuzVId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1bjIaVhUCIVdOI7lJIISgra2NQ4cOsXr1apKTk1Fl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\nKsGwIyIiIlKJ/wTDjd82rPS2jQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f789c4e4be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "n_points = 200\n",
    "\n",
    "radius   = 2 * np.random.rand(n_points)\n",
    "angles   = 2 * (np.pi) * np.random.rand(n_points)\n",
    "area     = 400 * (radius**2) * np.random.rand(n_points)\n",
    "\n",
    "colors = angles\n",
    "\n",
    "fig = plt.figure(figsize=(20,10))\n",
    "ax  = plt.subplot(111, polar=True)\n",
    "\n",
    "c = plt.scatter(angles, radius, c=colors, s=area, cmap=plt.cm.hsv)\n",
    "c.set_alpha(1.95)\n",
    "\n",
    "plt.show()\n",
    "fig.savefig(\"vis_bubbleplot.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 4: Box Plots (random datasets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mdSkhbSqlpM7Yv+0YQ1ZmXZZe/vM2GpVScv6T+uf7xZHXDbiGekwpZTX/6d2j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\n6FrrDaWUrZIckuR/mwwIADD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+VVXf3v99n/7vh1bV1VX15ap697jrZHIdZR96YlX9cVXd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\nAACD+P9+0uWPPQhfwwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f789c85c940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(452)\n",
    "\n",
    "# Three ararys of 100 points each\n",
    "A1 = np.random.normal(0, 1, 100)\n",
    "A2 = np.random.normal(0, 2, 100)\n",
    "A3 = np.random.normal(0, 1.5, 100)\n",
    "\n",
    "# Concatenate the three arrays\n",
    "data = [ A1, A2, A3 ]\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 10))\n",
    "\n",
    "\n",
    "# Box plot: Notch Shape\n",
    "bplot1 = axes[1].boxplot(data,\n",
    "                         notch=True,  \n",
    "                         vert=True,           # vertical aligmnent\n",
    "                         patch_artist=True)   # color\n",
    "\n",
    "# Box plot: Rectangular \n",
    "bplot2 = axes[0].boxplot(data,\n",
    "                         vert=True,           # vertical aligmnent\n",
    "                         patch_artist=True)   # color\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "colors = ['tomato', 'darkorchid', 'lime']\n",
    "# more colors here: http://matplotlib.org/examples/color/named_colors.html\n",
    "\n",
    "for bplot in (bplot1, bplot2):\n",
    "    for patch, color in zip(bplot['boxes'], colors):\n",
    "        patch.set_facecolor(color)\n",
    "\n",
    "# Grid lines, Xticks, Xlabel, Ylabel\n",
    "for axis in axes:\n",
    "    axis.yaxis.grid(True)\n",
    "    axis.set_xticks([y for y in range(len(data))], )\n",
    "    axis.set_xlabel('Sample X-Label',fontsize=20)\n",
    "    axis.set_ylabel('Sample Y-Label',fontsize=20)\n",
    "\n",
    "    \n",
    "# Xtick labels\n",
    "plt.setp(axes, xticks=[y for y in range(len(data))],\n",
    "         xticklabels=['X1', 'X2', 'X3'])\n",
    "\n",
    "plt.show()\n",
    "fig.savefig(\"vis_boxplot.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Want more ? \n",
    "\n",
    "### Matplotlib Examples Library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://matplotlib.org/examples/index.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
